{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sampling_frequency = 100\n",
    "sampling_interval = 1 / sampling_frequency\n",
    "start_time = 0\n",
    "end_time = 3\n",
    "signal_1_freq = 1\n",
    "signal_2_freq = 3\n",
    "signal_3_freq = 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "time = np.arange(start_time, end_time, sampling_interval)\n",
    "amplitude1 = np.sin(2 * np.pi * signal_1_freq * time)\n",
    "amplitude2 = np.sin(2 * np.pi * signal_2_freq * time)\n",
    "amplitude3 = np.sin(2 * np.pi * signal_3_freq * time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JA7szc1wsZ4+MoXOHtoEO8Qcqqj38N3kvcxOy+W/yXqo8XiYPjuLaiXGcGt/DqkKmRSiuqOb9NVm8sTKd9PxyoiLCmDEmlvPHxTK+b5eg6+CcmlvKp4k5fJKwi9S8Mrp2aMsVJ/TjqpP6E9ulfaDDM6ZJrN9ZyOsr0pm/MYdqj3LigG7MHNeb6aN60TVASU99Kqo9LN6Wy9yEbBYl7aGyxstJA7tx3cQ4Th/e06pCptnzSwIkIh2A24B+qvpLERkCDFPVef4L9fAsAfpejcfLpxuyeWVZGpt2FRPZrg2XHdeXaybE0a97h0CH1yD5pZXM+S6Tt1ZlkLOvgr7d2nPthDiuPLEfHcJCYowOY45IZkE5Ly1N5YO1WZRVeTi2f1eunRjH2SN7EdYm+A9IVJWVqfm8viKdL7fsQUQ4c0RPbpg6kPH9ugY6PGP8zuNV5m/M4ZVlaSRmFhER3oaLj+3DNRP6MzA6ItDhNUhhWRXvrMnkzZUZ7CraT+8u7blmQn9+dlJ/IhrYD8mYUOOvBOgdYC1wjaqOEpH2wEpVHee/UA/PEiAn8fk4IZvn/7ud9PxyhvSI4LpJcVw4vnfIJg01Hi8Lt+zhtRXpfJtWQPeOYfxy6kCuPql/gzuJGhPMduaX88LXKXywLotWIpw3NpbrJsYxuk/nQIf2k2UVlvPWqp3M+W4nReXVTB0azU2nDeHY/pYImdDn8SqfJmbz1/9uZ0duGQOjO3LdxDguOqZPyCYNHq+yKGkPr69IZ8WOfLp0aMsvpwzkmgn9iWwXXK1FjGksfyVAa1T1OBFZr6rj3ccSVXWsH2M9rJacAFV7vHy0fhfP/zeFnQXljIztxE2nDeGMET2DrrlMY6zNKGT2V9tZsi2Xbh3DuH7KAK6dEGeJkAlJGfll/PW/KXy0fhetWwlXntCPX00b1KwGEyirrOHNVRn8c0kqBWVVTBkSxU2nDeG4uG6BDs2YI+bxKnMTd/HXr1JIzSsjvlckN542hLNH9gpIf7yjJTGziNlfbee/yXvp3L4t/zN5ANdNiqOTJUKmmfBXArQCOA1YrqrHiMgg4G1VPcF/oR5eS0yAVJWvkvby6OdJpOaWMap3J246bSinD+/RrBKf2tbtLGT2ou0s3pZLVEQ4t54xlEuP62Ptlk1IKCyrYvZX23lrVYaT+JzoJD49OzWfxKe2ssoa3nITofyyKs4Y0ZM/TI8PmWZCxizelssj87ewbU8p8b0iufn0IZw5onklPrVtyCriL19tZ1HSXrp2aMstZwzlihP60db2tSbE+SsBOgO4FxgBLAQmAdep6jd+irNBWloCtGnXPh6Zn8TK1HwGRnXkzunxnNnMKj6Hs25nIY99lsR36YUM7RnBPeeOYNrQ6ECHZUydKms8vLEig7/+dzullTVcfkI/bj5tCD2aceJTW3lVDa8uT+fv3+ygotrDVSf156bThgRdJ3FjDti6u4RHPktiybZc+nfvwJ1nxze7is/hbMgq4rHPkp3jjeiO3HPOcE6Nb94nWk3z5rdR4ESkO3ASIMAqVc3zT4gN11ISoL0lFTy5YCsfrMuiS/u23Hz6UK48seWekVFVFmzazeMLksnIL2fq0GjumzGcwT1s+GwTHFSVLzbv5tHPktlZUM7Jw6K5+5zhDG3BQ7znllTy50XbmPPtTiLC23DjaUO4dmJci/0dM8Env7SSpxdu453vvv+OXjMhLiQGJDkaVJVFSXt57LMkUvPKmDioO/edN8KGzzYhqVEJkIgcc6jpqrquEbEdseaeAHm8yr9XZ/DUF1uprPby80lx/N8pg+nc3trkgnN2/c2VGfzlq+3sr/bwyykD+d2pQ2gfZtcjMYGTkV/GfZ9sZvG2XIb1jOSec4cz1aqUB23bU8Ij85MOfj4PXziK461/kAkgr1d5Z00mj3+eTFllDVdP6M+Np1qV8oBqj5f/rN7Jc4u2UVxRw88nxnHzGUNDdvAH0zI1NgH62r3ZDjgOSMSpAI0BVqvqZD/GeljNOQHakFXEvR9vYkPWPiYPjuLBmSOt7Xw98koreeyzZD5Yl0XvLu350/kjOX1Ez0CHZVqYyhoP/1icygtfp9C2dStuPWMo10zob/3U6vHllj08MHczu4r2c8mxfbhrejzdI8IDHZZpYTZn7+PejzexfmcRJw7oxsMXjLKLcdejsKyKJ79I5u1vM+nVqR33nzeCs0f1smZxJiT4qw/QHOARVd3o3h8F/F5Vr/NXoA3RHBOg0soanlqQzBurMoiOCOePM0YwY0yM/cA0wOrUfO79eBPb95ZyxoiePDRzVLMaXcsEr5U78rnno42k5pVx7pgY/njuCPvuNUB5VQ1/+SqFl5emEtGuDXdPH84lx/Wx3ztz1JVX1fDMwm28ujyNrh3CuPuc4Vx0TG/77jXAup2F3PPRJpJyijl5WDQPXzCKPl1D43qDpuXyVwKUUPuaP3U9drQ1twRoeUoed7y/gex9+7l2Qhy3njnUhqA8QtUeL68sS+O5Rdto27oV980YwcXH2gGVOTrKKmt4YkEyb6zMoH/3Djw0c5Q1d/sJtu8p4Z6PN/FtWgFTh0bz+EWjie3SPtBhmWZqdWo+d3ywgYz8cq48sR93nhVP5w62rz0SNR4vr6/M4NmFWxER7j5nOFec0Nf2tSZo+SsBehsoA94CFLgKiFDVK/wVaEM0lwSotLKGRz9L4j+rdzIwqiNPXTLWLh7YSOl5Zdzx/ga+TS/glGHRPHbRGDsjb/xqxY487vxgA1mF+/n5xAHcftYw63/WCF6v8tbqDB7/PJlWItx77nAuO94OqIz/lFfV8OSCrby2Ip1+3Trw5MVjOGlg90CHFdIyC8q568MNLE/JZ/LgKB6fNdqqQSYo+SsBagf8GpjqPrQE+LuqVvglygZqDgnQsu3OQVT2vv38cspAbj1jKO3a2kGUP3i9yhsr03liwVbatBb+OGMEl1g1yDRSWWUNj3+ezJurMojr3oGnLhlrnfj9aGd+OXd8kMiq1AKmDIni8Vlj6G3VINNIq1LzueP9DewsKOe6iXHccfYwOoRZJ35/UFX+8+1OHp2fBMAfzhnOz07sZ/taE1T8Ngx2MAjlBKikoppHP0vm7W93MjC6I09dbFWfoyUjv4zb39/At2kFTBsazeOzRhPT2Q6ozJFbscNpprqraD+/mDSA359pVZ+jweuOgPmYWw2659zhXG7VIPMTWNWn6WQVlnPXBxtZlpLHxEHdeWLWGPp2s2qQCQ7+qgCl4TR9+wFVHdi48I5MqCZAq1Lzue3dRHL27ed6q/o0iR9Ug1oJf5o5kgvHW4dX0zAV1R4e/zyZ11akMyCqI09ePMaqPk0gs6CcO97fwMrUfKYOjebpi8e0qIvImsZZm1HILe8kWNWnCakqb3+bySPztwBw33kjuPQ4O3lhAs9fCZDv6ZN2wCVAN1W9r/EhNlyoJUDVHi/PLdrG377ZQf9uHXjm0nFW9WliGfll/P69RL5LL+T8sbE8dMEou66SOaTk3cXc+PZ6tu0p5eeT4rjjrHir+jShA9WgRz5Lon3b1jwxawxnjuwV6LBMEPN4lRe+TmH2V9uJ6dyOpy8Za1WfJpZV6Jy8WLEjn7NH9uKxi0bbdZVMQB21JnAissyuA1S/9LwybpqznsSsfVx6XB/uP28kHe0iYgHh8Sp//yaFPy/aTq9O7fjzZeM4YYCdzTc/pKq8tiKdxz5PplO7tjxz6Vim2QhvAZOyt5Sb5qxnc3YxV57Yj3vPHW5n882PZBWWc8s7CXyXXsjMcc5JLhtNNTC8XuXlZak89cVWunUM49lLxzFpcFSgwzItlL8qQMf43G2Fc1HUX6vq2MaH2HChkACpKu+tzeKBuZtp00p4fNYYzhkdE+iwDLB+ZyE3v5NAZkE5vzllMDeeNoS2dtFKg3Nx3dvfS+TrrbmcGt+DJy8eQ5RdpDPgqmq8PPPlVv65JJUBUR35y+XjGdW7c6DDMkFibmI293y0EVV46IKRXDi+T6BDMsCmXfu4cc560vLKuGHKQG49cyjhbayKbpqWvxKgr33u1gBpwDOqurXxITZcsCdA+8qrufujjczfmMNJA7vx7KXj7NoWQaa0soY/zd3Me2uzGNu3C7MvG0dcVMdAh2UC6Oute7n9vUSKK2q499zhXH1Sf2u/HmRWpORx67uJ5JdVctuZw7hhykBatbJ11FKVVtZw/yeb+WBdFuP7dWH2ZePp19063weT/VUeHp6/hX+v3snI2E7Mvnw8g3tEBDos04L4KwEaqKqptR4boKppfoixwYI5AVqVms+t7ySwt6SSW88cyv9OHURr20EHrfkbcvjDhxuo8SoPnD/ShstugSqqPTyxIJlXl6czrGckf7liPMN6RQY6LFOPwrIq7v5oI59v2s3EQd155tKxNrpjC5SQWcRNc9aTWVDOb08ZzO+skh/Uvtyyhzs/2EB5VQ33njvChss2TcZfCdA6VT2m1mNrVfXYRgZ3NjAbaA28rKqPH2r+YEyAag90MPvy8Yzt2yXQYZkGyC7az63vJrAqtYBzR8fwyIWj6NLBOm22BNv2lHDj2+tJ3l3CdRPjuGt6vI3MGAJUlffWZPHAp5tp27oVj180munWxLhF8HiVFxfv4M9fbqOn9eUMKXuLK7jtvUSWbs/j9OE9eGLWGLpbE2NzlDUqARKReGAk8CRwu8+kTsDtqjqyEYG1BrYBZwBZwHfAFaq6pb7nBFsClJ5Xxk3vJJCYWWQDHYQoj1d5aWkqT3+xlejIcJ69dBwTBtnoQc2VqvLWqgwenp9EZLs2PHXxWE6J7xHosMwRSssr42Z3kJnLjuvLfeeNsN/eZiy7aD+3vJPA6rQCZoyJ4ZELR9toniHG63UGmXn882Q6d2jLM5eMZaoNMmOOosYmQDOBC4Dzgbk+k0qAOaq6ohGBTQAeUNWz3Pt/AFDVx+p7TrAkQKrK++5AB61toINmYWPWPm6as560/DJ+PW0Qt5wx1JpVNDP5pZXc+cEGFiXtZdrQaJ6+ZCzRkXYWMlT5Vt/jundk9uXjGNPHqu/NzWcbc7jrA6e58oMzRzHrGLueWyhLyinmpjnOZQaunzyA288eZgMkmKPCX03gJqjqSj8HdjFwtqpe796/GjhRVX9ba74bgBsA+vXrd2xGRoY/w/hJsgrLOfWZxRzTr4sNdNCMlFfV8OCnW5jzXSZj+3Rm9uXjbYCEZmLJtlxuey+RfeXV3DU9nusmxlkn+mZiVWo+t7yTQG5JJb8/ywZIaC7KKmv406ebeXdNlv0eNzMV1R4e/SyJN1ZmMCKmE3+5YhyDe1j/S+Nfja0A3aGqT4rIX4EfzayqNzYisEuAs2olQCeo6u/qe06wVIAANmQVMTK2sw100Ax9vjGHuz7cSI3HywPnj+RiGyAhZFXWeHhqwVZeXpbGkB4RzL58PCNiOwU6LONnReXOAAmfbXQGSHj20nH06twu0GGZn2hDVhE3zUkg3SryzdqiLXu4wx0g4Y8zRnDlCTZAQqg6UJEfFB3BRccEx3D0h0qAGvJrkuT+XwOsreOvMbKAvj73+wDZjVxmkxnTp4slP83U9NExfH7TFEb36czt72/gt2+vZ9/+6kCHZY7Q9j0lXPDCCl5elsbVJ/Xn099NtuSnmerSIYwXrjyGJ2eNYf3OIs6evYQFm3YHOixzhDxe5W/fpHDR31ZQUe3hP9efxB1nx1vy00ydPqInC26awvFx3bjno03c8OZaCsqqAh2WOUJpeWXM+vsKXvh6Bxt37Qt0OA3S4CZwR+XFRdrgDIJwGrALZxCEK1V1c33PCaYKkGn+bNSh0OQ70EFEeBuevHgMpw3vGeiwTBNJzS3lpjkJbNy1jytO6McfZwynQ5gNkBDsfAc6OHd0DI9eOJrOHWygg5bA61X+tTyNJxdspWvHtjx76TgmDY4KdFjmMFSVd9dk8sDcLYS1Cb5RORvbBO5T6mj6doCqnt/I4M4BnsMZBvtfqvrIoea3BMgEQqJ73YmdBeX85pTB3GjXnQhaeaWV3PH+Bv6b7Ax08NQlY+gRaU2hWpqqGi/PfrmNfyzZwYCojvzl8vGM6t050GGZeszbkM3dH27E416XzZodt0ybs/dx49vrSc0r49KVIP0AACAASURBVIYpA7ntzGGEtbF9bTAqLKviDx9uZMHm4L0uW2MToGmHmq6qixsR2xGzBMgESmllDQ/M3cz7a+3K48Hq6617uf29RIorarh7ejzXToyzg6gWbkVKHre8m0BBWRV3nBXP/0weYAMkBJHSyhru/2QzH6zLYlzfLjx32Tgb6KCF21/l4aH5W/jP6p2M7t2Z5y4fx6DoiECHZXwsT8njVvd39fazhnH95OAceMYvo8C5CwoD4nEqQltVtckbaloCZAJt3oZs/vDhRlThoQtGcuH44Ojs15JVVHt4/PNkXluRTnyvSGZfPp5hvWxEIeMoLKvirg838MXmPUwZEsUzl4ylRyerCgbaup2F3DwngazCcn57ymB+Z5V14+OLzbu584MNVFZ7uf+8EVx2fF87oRVglTUenl24jX8uTWVgVEdmB3ll3V/DYJ8LvAjsAAQYAPyvqn7ur0AbwhIgEwyyCsu55Z0EvksvZOa4WB66YBSd2llb9UBI3l3MTW8nsHVPCb+YNIA7zh5Gu7Z2TQnzQ6rK299m8uC8zbRv25onLx7LGSOsX1gg1Hi8/O2bHcz+aju9OrXjucvHcXyc9a00P7Z7XwW3vpvAih35TB/Vi8cuGk2XDmGBDqtFStlbwk1zEticXcxVJ/XjnnNG0D4suPe1/kqAkoEZqpri3h8EzFfVeL9F2gCWAJlg4fEqf/s6hefcnfhTl4xh4iDrtNlUPF7llWWpPL1wG53bt+XpS8Yyza4qbg4jZW8pN81Zz+bsYq44oR93nxNPpJ28aDKpuaXc/v4G1mYUcsG4WB60k0fmMLxe5aWlqTy9cCvdO4bzxMVj7Le+CXm9yusr03liQTIdwtrw5KwxnB4iJ4/8lQAtUdWpPvcFWOz7WFOwBMgEm3U7C7nt3UTS8sq4+qT+3DU9no7hNuLU0ZSyt5Tb309k/c4izhzRk8cuGk33iPBAh2VCxIFmHC8tTSWmc3uemDWGyUPs5MXR5PEqry5P46kvthLephUPzhzFBeN7BzosE0I2Zu3jlncTSNlbymXH9eWeGcMteT7K0vPKuOP9DXybXsDJw6J5ctaYkGo+7K8E6O9Af+BdnD5AlwBbgeUAqvqhX6I9DEuATDDaX+Xh6YVb+dfyNHp3ac+Ts8Yw0Ybw9DuPV3l5aSrPfLmNDmGt+dP5Izl/bKy1Czc/ydqMQm5/P5HU3DKrBh1FvlWf04f34NELR4fUQZQJHhXVHmZ/tZ1/LN5Bz07teHyWVYOOBt+qT9vWrbhvxoiQHJnRXwnQq4eYrKr6i58S3JGyBMgEszXpBdz+/gbS8sq46qR+/GH6cKsG+Untqs/DF46y4a1No1VUe/jzl99Xgx6fNZopQ+yAyh98qz7t2rbmgfNHcMG43iF3EGWCT0JmEbe/l8h2qwb5nW/V55Rh0Tx20Rh6dQ7Nfa3fRoELBpYAmWC3v8rDMwu38opbDXpi1hi7oFsj+FZ9Ooa15k8zR3HemBg7iDJ+tW5nIbe/l8iO3DKuOKEvd58z3KpBjfDDqk9PHr1wlFV9jF9VVHv4y1fbedGtBj120WhOHtYj0GGFLK9XeW1FOk9+4VR97j9vJLOOCe0TFv6qAA0AfgfEAQdPaTf2QqhHyhIgEyrWZhRw+3sbSM0rY9Yxfbj7nHjrp3KEEjOLuPfjTWzctY+zRvbk4QtGEx1pn6E5OiqqPfx50TZeWpJKj8h23HfeCKaP6hXSBwBNraLawz8Wp/LCNym0b+s0U505zpqpmqMnMbOI37vVoJnjYrnn3OHWOuAIbdq1j3s/3kRCZhGnxjvNVEO16uPLXwlQIvAKsBHwHnjcLoRqTP0OnKF6aWkqHcLacOfZ8Vx+fN+gvGBYMNm3v5qnvkjm36t3Eh0Rzv3njeSc0XYgappGQmYRd3+4kS05xUwbGs2DM0fSv7tdnPNwlm7P5b5PNpOWV8aMMTHcN2OEVX1Mk6is8fC3r3fw9292EN62FbefNYyfndif1ravPaSSimqe/XIbr69Ip1vHMO45d3izaqbqrwRotaqe6NfIfgJLgEwo2r6nhHs/3sTqtALG9e3CwxeMCuqLhwWKqvJxwi4emZ9EQVkV106M49YzhlpTJNPkajxe3liZwbNfbqPK4+U3Jw/mf6cNtGtM1WFPcQUPz0/i08RsBkR15MGZI60flQmItLwy7vtkE0u35zG6d2cevmAUY/t2CXRYQUdVmb8xh4fmbWFvSSU/O7Eft58ZT+cOzWtf668E6EpgCLAQqDzwuKqu80eQDWUJkAlVqspH692D+/IqLj22L7edOdTOkLrWZhTy8PwtrN9ZZEmiCRp7iit4aN4W5m3IoU/X9tx5djwzrA8a4PR3fGlpKi8u3kGNVy1JNEFBVZm3wTm4zy2t5MLxvbn9rGHEdG4f6NCCwoasIh6el8S36QWM6t2Jhy8YzbhmmiT6KwF6DLga2MH3TeBUVU/1S5QNZAmQCXX7yqv563+38/rKdNq2bsWvpg3il1MGBv0VlY+WzIJyHl+QzPwNOfSIDOf3Zw7j4mP7WDNBE1SWp+Tx8PwkknKKOaZfF+45dwTH9u8a6LACwutVPly/i6e/2Mru4gqmj+rFXdPjrZmgCSolFdW88PUO/rU8jVYCv5wykF9NG9RiR2bdVbSfpxYk83FCNlERYdxyxlAuP75fs24m6K8EKBkYo6pV/gzuSFkCZJqL9LwynliQzOebdtOrUztuOWMIFx3Th7atWwU6tCaRX1rJi4t38PqKDFq3Em6YOpAbpg5ssTsnE/w8XuWDtVk8vXAre0sqOXdMDLecPpTBPSICHVqTUFWWbM/jyQXJbM4uZmyfztw7YwTHx3ULdGjG1CuzoJwnv9jKp4nZREWEc/PpQ7j0uL6EtWkZ+9rCsipeWprKK8vSUOD6yQP49cmDWkTTcn8lQO8Av1PVvf4M7khZAmSam2/TCnjksyQSM4vo2609vzl5MLOObb6JUF5pJf9cksqbKzOoqPEw65g+/P7MYc1ixBnTMpRV1vDPJan8c0kqFTUezhsTy42nDWZwj8hAh3ZUqCrfbMtl9qLtJGQW0btLe+44exjnjYm1Sq0JGet3FvLI/CTWZBQS27kdvz5lMJce14fwNs2z9UVBWRUvL03l9RXplFV5mDkuljvOjqd3l5bTFNBfCdA3wBjgO77vA6SqOtMfQTaUJUCmOVJV/pu8l9lfbWdD1j56d2nPb04ZzKxjezebH+e9JRX8c3Eqb63OoKrGy/ljY/ntqUNazNlz0/zklVby0lInmd9f7eHc0THceNoQhvZsHomQqvL11r3M/iqFRDfx+b9TBnHxsc33oNE0bweqmLMXbWPdziJiOrfj1ycP4tLj+jabvmv5pZW8tDSNN1ams7/awzmjY7jx1CEM69U8fpeOhL8SoGm+d4HJwBWqOrLxITacJUCmOVNVvtmay3NfbScxs4ioiDCuPLE/PzuxHz1DdLCEhMwiXl+RzrwN2Xi8ygXjevPbUwczMNoSH9M8FLhNTN5wz7ROGRLFtRPiOCW+R0i2ry+rrOHDdVm8tiKdHbll9OnqnpA5pk+LaTZkmjdVZVlKHrMXbWdNRiHdOoZx+fF9ueqk/sSGaIVk0659vLYinbmJ2VR7vMwYE8uNpw5mSDM5IfNT+CUBchc0DrgSuBRIAz5U1b/6JcoGsgTItAQHfpxfXZ7O11v30lqE6aNjuG5if47p1zXoR6CqrPHw+cbdvLYinYTMIiLC23DxsX24bmIccVHWUdo0T4VlVfx7dQZvrdrJ7uIK+nXrwDUT+nPJsX1DYnjZtLwy3lyZwXtrMimprGFMn85cOyGO88fFNtsmuaZlU1VWpRbw6vI0FiXtQUQ4a2RPrp0QxwkDugX9vraqxsvCLbt5bXk6azIKad+2NbOO7c11EwdY6woamQCJyFDgcuAKIB94B/i9qvb3d6ANYQmQaWnS88p4c1UG737nHJTEde/A+WNjOX9cbFD1OfB4lZU78pmbuIvPN+2mpKKGgVEduWZCf2Yd26dFdLg0BqDa4+WLzbt5fUU636UXEta6FdOGRXP+2FhOH94zqEZ83FtcwbwNOcxNzCYhs4g2rYRzx8Rw7cQ4xvftEvQHgMb4S2ZBOW+tymDOd5ns219Nv24dOG9sDOeP7R1Uzcc8XuXbtIKD+9qi8urvT7Yc15fO7W1fe0BjEyAvsBT4H1VNcR9LVdWBfo+0ASwBMi1VWWUN8zZkMzcxm5U78vEqjIjpxLljYpg2NJoRMZ2avEPy/ioP36YX8HXyXuZvzCG3pJKI8DacObInF47vzaRBUdZJ2rRom7P38eG6XczbkM2e4ko6hLXmzBE9OX1ETyYNiqJrx7AmjUdVycgvZ2lKHgs25fzgt+T8cbFcNL63XZvMtGj7qzzM35jDJwm7WLEjH49Xie8VybmjY5g6NJpRvTs3edPWimoPa9IL+Xrr3h/9lswc35upQ6JDsrnt0dbYBOhCnArQRGABMAd4WVUH+CGwS4AHgOHACap62MzGEiBjfnzWFqBrh7ZMHBzF5MFRHB/XlbjuHWnj52Yr5VU1JOWUsCo1n2Xb81ibUUiVx0tYm1acOqwHM8fFckp8j2bTmdQYf/E9a/vZxt3s21+NCIyM7cSkwVFMGhTF6N6d/Z4QqSq7ivazfmcRy1PyWJaSR1bhfoCgrSYbEyzySiv5bGMOnyRkszajEIDO7dsycVB3Jg2O4oQB3RgY5f997f4qD8m7i1mVWsCylFy+Sy+kqsYb1NXkYOSvQRA6AhfgNIU7FXgd+EhVFzYisOE4F1X9B06zOkuAjDlCe0sqWJGSz9LteSxLyWVPsTNIY3ibVgztGUl8r0jiYzrRu0t7oiPDiIoIJzoynA5hP77ejqqyb381uSWV5JZWkldaRVpuGcm7i0neXUJ6fhkHfjJGxHRi8pADCVc3+yE2poFqPF427NrH8u15LE3JY/3OQqo9zobVq1M74mMiie/ViSE9IoiODD+4zXbrGFbnWd7KGg95pVXklVSSV1pJzr4Ktu0pITmnhKTdxZRU1AAQ2a4NEwd1Z/LgKCYPiSauewdr4mZMA+WVVrI8Jc85kbA9j+x9FQCEtWnFkB4RxPfqxPCYSPp0bX9wm42KCK/z2naqSvH+GnJLK8gtqSKvtJL0vDKSd5eQlFNMms++Nr5XJJMHRzFpSBQnxHWza+UdAb8NguCzwG7AJcBlqnpqI+M7MMS2JUDGNJKqsiO3lMTMfQeTlqScYvJKf3z94vA2rWhT62CqyuM9eCB2gAj079aB4TGdiO/VifiYSI7t35WoiPCj+l6MaSnKKmtYt7OQpJxiknNK2JJTzI7c0h9ti60E2rVtje9W61XYX+350TIjwtu4Jz+cZGpU786Miu3k9zPVxrREqkpaXhmJWUUHt9nk3SXkllT+aN6G7msB+nfv4Gy3bjJ1TP+u9Ii0Jqk/ld8TIH87XAIkIjcANwD069fv2IyMjCaMzpjQl1daye59FeSVVpJb4lR2Csur8Hp/uP23bdOKqIhwoiLCiI4MJzoinNgu7e2MkzFNrKrGy66i/T7bbCV5JZWUV/042encvi1R7vYaFRlOj8hwenVqZ/3vjGli+aWV7C6uOLifzSutpKCs7n1t947f72ejIp19bYTta/3qUAnQUf+kRWQR0KuOSfeo6icNWYaq/hP4JzgVID+GZ0yL4CQ1VrExJlSEtWnFgKiODLBh440JGd0jwulu+9qQcNQTIFU9/Wi/hjHGGGOMMcY0RMjV2tauXZsnIsHUBi4KyAt0EMbvbL02X7Zumy9bt82Xrdvmy9Zt8xQM67Xea5YGtA+QO8T2X4FooAhIUNWzAhbQTyAia+prX2hCl63X5svWbfNl67b5snXbfNm6bZ6Cfb0GtAKkqh8BHwUyBmOMMcYYY0zLYeNhGmOMMcYYY1oMS4Aa75+BDsAcFbZemy9bt82Xrdvmy9Zt82XrtnkK6vUaFNcBMsYYY4wxxpimYBUgY4wxxhhjTIthCZAxxhhjjDGmxbAEqAFE5GwR2SoiKSJyVx3TRUT+4k7fICLHBCJOc+QasG5PFpF9IpLg/t0XiDjNkRGRf4nIXhHZVM9022ZDVAPWrW2zIUhE+orI1yKSJCKbReSmOuax7TYENXDd2nYbgkSknYh8KyKJ7rr9Ux3zBOV2G3IXQm1qItIaeAE4A8gCvhORuaq6xWe26cAQ9+9E4O/ufxPEGrhuAZaq6owmD9A0xmvA88Ab9Uy3bTZ0vcah1y3YNhuKaoDbVHWdiEQCa0XkS9vXNgsNWbdg220oqgROVdVSEWkLLBORz1V1lc88QbndWgXo8E4AUlQ1VVWrgDnAzFrzzATeUMcqoIuIxDR1oOaINWTdmhCkqkuAgkPMYttsiGrAujUhSFVzVHWde7sESAJ615rNttsQ1MB1a0KQuy2Wunfbun+1R1cLyu3WEqDD6w1k+tzP4scbbkPmMcGnoettglve/VxERjZNaOYos222ebNtNoSJSBwwHlhda5JttyHuEOsWbLsNSSLSWkQSgL3Al6oaEtutNYE7PKnjsdrZbUPmMcGnIettHdDfLe+eA3yMU8Y1oc222ebLttkQJiIRwAfAzapaXHtyHU+x7TZEHGbd2nYbolTVA4wTkS7ARyIySlV9+2gG5XZrFaDDywL6+tzvA2T/hHlM8DnselPV4gPlXVX9DGgrIlFNF6I5SmybbaZsmw1dbh+CD4B/q+qHdcxi222IOty6te029KlqEfANcHatSUG53VoCdHjfAUNEZICIhAGXA3NrzTMXuMYd6eIkYJ+q5jR1oOaIHXbdikgvERH39gk420x+k0dq/M222WbKttnQ5K6zV4AkVX22ntlsuw1BDVm3tt2GJhGJdis/iEh74HQgudZsQbndWhO4w1DVGhH5LfAF0Br4l6puFpFfudNfBD4DzgFSgHLg54GK1zRcA9ftxcCvRaQG2A9crqoBL92aQxORt4GTgSgRyQLux+mcadtsiGvAurVtNjRNAq4GNrr9CQDuBvqBbbchriHr1rbb0BQDvO6OqtsKeFdV54XCMbLY98sYY4wxxhjTUlgTOGOMMcYYY0yLYQmQMcYYY4wxpsWwBMgYY4wxxhjTYlgCZIwxxhhjjGkxLAEyxhhjjDHGtBiWABljjAk6ItJdRBLcv90issu9XSoifwt0fMYYY0KXDYNtjDEmqInIA0Cpqj4d6FiMMcaEPqsAGWOMCRkicrKIzHNvPyAir4vIQhFJF5GLRORJEdkoIgtEpK0737EislhE1orIFyISE9h3YYwxJpAsATLGGBPKBgHnAjOBt4CvVXU0ztXkz3WToL8CF6vqscC/gEcCFawxxpjAaxPoAIwxxphG+FxVq0VkI9AaWOA+vhGIA4YBo4AvRQR3npwAxGmMMSZIWAJkjDEmlFUCqKpXRKr1+46tXpx9nACbVXVCoAI0xhgTXKwJnDHGmOZsKxAtIhMARKStiIwMcEzGGGMCyBIgY4wxzZaqVgEXA0+ISCKQAEwMbFTGGGMCyYbBNsYYY4wxxrQYVgEyxhhjjDHGtBiWABljjDHGGGNaDEuAjDHGGGOMMS2GJUDGGGOMMcaYFsMSIGOMMcYYY0yLYQmQMcYYY4wxpsWwBMgYY4wxxhjTYlgCZIwxxhhjjGkxLAEyxhhjjDHGtBiWABljjDHGGGNaDEuAjDHGGGOMMS2GJUDGGGOMMcaYFsMSIGOMMcYYY0yLYQmQMcYYY4wxpsWwBMgYY34iEfmZiCwMdBzBQkTuFpGXDzH9OhFZdpReW0TkVREpFJFvj8ZrhDIRuVBEMkWkVETGBzoeY4wJJEuAjDHmEERksoisEJF9IlIgIstF5HgAVf23qp4Z6BiDhao+qqrXA4hInIioiLRpopefDJwB9FHVE5roNUPJ08BvVTVCVdfXnigiX4tIrogUi0iiiMysb0Ei8oCIvFXH4yoig/0ctzHG+F1T7ZiMMSbkiEgnYB7wa+BdIAyYAlQGMi5Tp/5AuqqW1TVRRNqoak0TxxRM+gObDzH9JmCLqtaIyInAIhEZqqo5TROeMcY0HasAGWNM/YYCqOrbqupR1f2qulBVN8CPm3S5Z8B/JSLb3aZYL4iI+Ez/hYgkudO+EJH+db2oiLwuIre5t3u7y/0/9/5gtxIlItJVROa5Z+4L3dt93PkuF5E1tZZ7i4jMdW+Hi8jTIrJTRPaIyIsi0r6eeDJE5Fj39lVuPCPc+9eLyMfubd/KwBL3f5Hb7GqCz/KeduNNE5Hp9X34InKXiOwQkRIR2SIiF9Yz3/8ALwMT3Nf6k4icLCJZInKniOwGXhWRVj7LzBeRd0Wkm89yrnbfa76I3CMi6SJyujvtNRF52Gfek0Uky+d+rIh84K6LNBG50WfaA+5rveG+l80icpzP9L4i8qH73HwRed5dPwUiMtpnvh4isl9Eouv4DFqJyL1u/Hvd1+rsLqcUaA0kisiOuj5DVd3gkyAq0BboW9+6ORwRObDeS0WkzP3OxP3U5RljjD9ZAmSMMfXbBnjchGS6iHRtwHNmAMcDY4FLgbMAROQC4G7gIiAaWAq8Xc8yFgMnu7enAanuf4CpwFJVVZzf8Fdxzu73A/YDz7vzzQWGicgQn+VeCfzHvf0EToI3DhgM9Abua0A8U+uIZ3Edz5nq/u/iNrta6d4/EdgKRAFPAq/4Jom17MCpuHUG/gS8JSIxtWdS1VeAXwEr3de6353UC+iG8/ncANwIXODGHgsUAi8AuAnd34Gr3WndgT71xPUDItIK+BRIxPkcTwNuFpGzfGY7H5gDdMFZN8+7z22NU2XMAOLc589R1Up3/qt8lnEFsEhVc+sI4zr37xRgIBABPK+qlaoa4c4zVlUHHeJ9zBORCmA18A2wpr55D0dVD6z3CGA2zvd9109dnjHG+JMlQMYYUw9VLcbpW6LAS0CuiMwVkZ6HeNrjqlqkqjuBr3ESDID/BR5T1ST3TPujwDipuwq0GJjiHlhPxUkUJrnTprnTUdV8Vf1AVctVtQR4xJ2OqpYDn+AcNOMmQvHAXDfh+CVwi6oWuM99FLi8nve0mO8TninAYz73D8bTQBmq+pKqeoDXgRigzs9TVd9T1WxV9arqO8B24Ej693iB+90kYD/OOrhHVbPcBOMB4GJx+ildDMxT1SXutD+6z2+I44FoVX1QVatUNRXn++L7eS5T1c/c9/0mToKM+35igdtVtUxVK1T1QFXxdeBK93sATnL2Zj0x/Ax4VlVTVbUU+ANwuRxBHyxVnQFEAucAX6jqod7/pW6V5+BfXTOJyGU4ifcsVa1uaCzGGHM0WQJkjDGH4CYs16lqH2AUzsHqc4d4ym6f2+U4Z+LBqULM9jlYLAAE54x/7dfcAZTiJE9TcCoE2SIyDJ+EQ0Q6iMg/3GZPxTjNzrq4VQVwqj1XuLevBD52E6NooAOw1ieeBe7jdTmQkPXCaUr1DjDJbdLUGUg4xOdR28HPx40Fvv+MfkBErhGRBJ8YR+FUjhoqV1UrfO73Bz7yWV4S4MFJwGKBTJ/YyoD8Br5OfyC2VjJwNz9M7Gp/L9q5yUlfnKTwR/2TVHU1UAZME5F4nErd3HpiiMWpIh2QgdPP91DJ+o+oarWqfg6cJSLnH2LWd90qz8G/2jOIM9rc88CF9VStjDEmIGwQBGOMaSBVTRaR13AqCUcqE3hEVf/dwPkX41QlwlR1l4gsBq4BuvJ9wnEbMAw4UVV3i8g4YD1OYgWwEIhyH78CuMV9PA+nudxIVT1ssyRVTRGRcpwmZEtUtcTtV3MDTmWjrkqBNvB91smtjL2E05xspap6RCTB5701RO0YMoFfqOryOl4vBxjuc78DTjO4A8pwksYDetVabpqq+jY3bKhMoJ/UP0jD6zjN4HYD79dK6Hxl4yRiB/QDaoA9PyEmcI4P6m0udzhuP6WPcEae+9Goc8YYE0hWATLGmHqISLyI3CbfDyzQFyeRWPUTFvci8AcRGekuq7OIXHKI+RcDv+X7wQS+AX6Hk3B43McicRKZIrcz//2+C3APqN8HnsLpC/Ol+7gXJ7n4s4j0cOPpXavPSn3xHGju9k2t+7Xl4jQhG3iIZR5KR5wEJteN7+c4FaDGeBF45ECzQxGJlu+He34fmCHOsOdhwIP8cB+ZAJwjIt3cStjNPtO+BYrFGXChvYi0FpFR4g6XfhjfAjnA4yLSUUTaicgkn+lvAhfiJEFvHGI5bwO3iMgAEYnAadL4TkNGvnO/59Pd2NuKyFXU37frsNzK1gfAv92mi8YYE1QsATLGmPqV4HTaXy0iZTiJzyacyssRUdWPcAYemOM2V9sE1DsCGs7BZyTfJ0DLcCoQS3zmeQ5oj1PRWYXTjK22/wCnA+/VOhi+E0gBVrnxLMKpJjU0ntr3f8Bt3vYIsNxtFnbSIZZd1/O3AM8AK3GqGKOBH1VujtBsnCZkC0WkBOczO9F9vc3Ab3A+rxycARKyfJ77Js4gB+k4lbWDB/ZuQnoeTpPFNJz18TJO88BD8nnuYGCn+5qX+UzPAtbhJINLD7Gof7kxLnFjqMBJmBtCcPpD7cVJOG8CLlPVdQ18fm19cJpu3uwzElypiPT7icszxhi/EmcgIWOMMcb4EpF04HpVXRTgOP4FZKvqvYGMwxhjmgvrA2SMMcYEKXegiYuA8YGNxBhjmg9rAmeMMcYEIRF5CKep5FOqmhboeIwxprmwJnDGGGOMMcaYFsMqQMYYY4wxxpgWI+B9gNzOnTOAvap62CFOo6KiNC4u7qjHZYwxxhhjjAlNa9euzVPVOi/wHfAECHgN50rRh7q+wUFxcXGsWbPmqAZkjDHGGGOMCV0iklHftIAnQKq6xB3lpsVRVb5NK2DehhwWJe2hxqt0ad+W+JhO3DBlIKP7HPYSEi3azvxy/rl0B2vSC9m3v5qqGi+Th0QxY0ws04ZGBEeMkQAAIABJREFUE9bGWnjWJ2fffl7/f/bOO7yqKuvD707vCemkk0JCQu8dIiBYEAEbWBBRKXbHOjq2GXXsDWmKlFGxoiKIgNJ7L6EkpJPee7/3fH8kmYn5Uskt59yc93nOQ8q9e68nh3P32muv9VsHUzh9pZDz6SU42FjQz9eZUSFuzB0RgLWFubFNlC0F5TX8di6TzWczuJhZipOtBa721kzv35M5wwOwtzb6x6psqdNo+S0mi6+PpJBdUk1RRQ3ezrbc0M+b6QN8CHSzN7aJskWSJH47l8WOC1mcTS8mo6iScC9H+vk5c/vQAHW9aANJkjiZWsivZzLZcSGbGo0WZ1tLens5cP+4YAYH9DC2ibImrbCCz/clcTgxn+LKWqrrtIwOcePG/j5ER3io60Ub5JRUsfZgMqevFHEuvRg7K3P6+bowMtiVu0YGYmOp/u2MhSxEEBo2QJtbS4ETQjwIPAgQEBAwJCWl1Q2dYsgvq+ap78+wKzYXG0szosM9cba1pKiiloMJeZRU1TEuzJ23ZvfHx8XW2ObKivLqOl7edJ6NJ9OwMDNjbJg7bvZWaLQSO2NzKKqopU9PJ5bOHUSIh4OxzZUVtRotaw4k8eEfl6nVaIn0caavjxNl1XWcTSsmKa+cYHd7Xp0RxbiwFk+NuzVbzmby3MazlFbVEeJhz4hgNyprNCTnl3MqtQgXO0uemNybe0YFIoQwtrmyYk9cLi/9EkNKfgXB7vZE+TrjZGNBbFYpx1MKMRPw+OTePBQdirmZ+rdrSnxOKS/+HMPhxAI8HK0Z6O+Cr4stsVmlnE0roqJWw10jAnnq2nCc7SyNba6sKKqo4ZkfzrL9QjZWFmZM7O2Bm4MVRRW1HErMp6iillHBbrx9S3/8Xe2Mba6sqKzR8NrmC3x//AoAY8PccXewRpJgV2wOBeU1hHk6sHTuYMK9HY1srbyo02j5z+EU3t8eR2WthkgfJ/r6OlNZo+FMWhGJueX4u9ry2k19iY7wNLa5JosQ4oQkSUNb/J0SNkBNGTp0qKT0FLijSQU8suEkheW1PHtdBHcM8/9L1Li0qpavjqSydGc89tbmrJ43jL6+anQPIKu4ivvWHiM2u5T5o4N4YHwwXk42//19rUbLtvNZ/OPnGKrrtLw+sy8zB/kZ0WL5UF5dx31rj3EkqYBJEZ68clPU/1vwd8fm8PKm86TkV/DklN48OinMSNbKi+o6Da/+eoGvj6QywN+F12/uS5SP0182OSdTC/lgRxz7Ludx18gAXpkehYW5egoJ8OXhFF7edJ4QD3uenBLOtZFemDXZ5KQXVfLW1ktsOpPB6BA3PrpjEB6O1ka0WD7suJDNQ1+dxMbSjGemRTBneMBfNojFlbV8sCOO9YeS6elsy4YHRhLgpjryUP9MPvL1KXJKq3hySjh3jQzA0eZ/G8Ty6jo2HE3l4z8vY2VhxufzhjHQ38WIFsuH3NJq7l9/nLNpRcwbFcSD44P/Eoyt02j542IOL/58jtKqOl6bEcXtwwKMaLF8qKrV8MD64+y7nMe4MHdem9GXXu5/Pd0+GJ/HP36JISG3nMUTQ3hmargaNNMD6gZIRpxIKeTOzw/j42zLJ3MHEeXT+sbmUlYJ9605RlFlLavuHsrYMHcDWio/EnLLuOvzI5RU1rL0zsFEh7ceNckqruLRb05xNKmA928bwKzB3XsTVFZdx/w1RzmZWsTbs/sze0jrf4+qWg1//+kcG0+m8+ikMJ6YHNatP5i1WolHvjnFlrOZLBwfzFNTw7FsZWOj1Uq8vS2WFXsSiA73YMXdQ7p9esg72y7x6a4Eronw5JM5g1pNEZQkie9PpPHSLzEEudnz3aJRONl079OM32OyeGTDSSJ9nFk9byjuDq1vCk+lFjJ/7THsLM35+oGRBLl373TCc2nF3LHqEK4OViydM5gBbWxsEnLLmL/mGDmlVSy7czDXRHgZ0FL5kZpfwdzPD5NXVs3Hdwzi2ijvVl+bU1rFk9+eYX98Hm/M7MfcEd17E1RZo+H+9cc4mJDP6zf3Y85w/1bXz5o6LS9vOs+Go6ksHB/Mc9dFdOu1Vh+0tQFSw5MGJD6nlAXrjuHtZMN3i0a1ufkBiPB24qeHxhDgasfiL08Qn1NqIEvlR1FFDQvWHqNWo+X7RaPb3PwAeDvb8J8Fwxkd4sYzP5xld2yOgSyVH1W1Gu79on7z8/Edg9rc/ADYWJrzzi0DuHWIHx//eZlPdsYbyFL5IUkSr22+wJazmTx/XQTPX9+n1c0PgJmZ4LnrInh9Zl92xebywk8xyCHIZCy+PJzCp7sSmDM8gFV3D2mzPkoIwW1D/fnsnqEk5JbxwLrjVNVqDGitvNh5KZuHvz5JX19n/rNgeJubH4BBAT34+v6RVNZquGPVYdKLKg1kqfxIyS9n/tqjuNhZ8cOi0W1ufgBCPBz4aclowjwdeeirU1zIKDGQpfKjtKqWBeuOUVZdx7cPjmpz8wPg6WjDmvnDmBjuwYs/n2Pb+SwDWSo/ajXa/25+3r1lAHNHBLS5obGyMOONmX25e2QgK/cm8va2WANaq2L0DZAQYgNwCAgXQqQJIRYY2yZ9kF9WzT2rj2JhZsb6+0a0u5g14uVkw+p7h2Ftacb9645TXFGrZ0vlR51Gy8NfnyK9qJKVdw8h0sepQ++ztjBn5d1D6O3lyJKvTnbbRe2N3y5yPKWQD28fyA39e3boPeZmgrdm92fmIF/e3xHHnrhcPVspT1bvT2LtwWQWjO3Fg+ODO/y+O0cE8uikMH44kcYXB5L1Z6CMOZyYzyubzhMd7sG/bu7b4XTAcWEevHvrAI4kFfDU92e65QbySkEFj39zmnBvR9bfN7zDJ2GRPk58/cBIyqrreOTrk9RqtHq2VH4UV9RyzxdH0Wgl1i8Y/pcU6bZwc7Bm9byhONta8sD64+SXVevZUvmh0Uo8/s1pEvPKWXZn26dmTbE0N2PZnYPp7+fCoxtOcfpKkZ4tlSfvbovlQHx+u1kWTRFC8NqMKOYM92f57oRuvYE0NB3eAAkh7IQQ/xBCfNbwfZgQ4sauGiBJ0hxJknpKkmQpSZKfJEmruzqm3JAkiec3niOvrIa184d1Oj/b18WWFXcNIb2okke+OYVW270cgrd+v8T++Dxev7kfQwJdO/VeRxtL1t43DAdrCx7/9lS3iyhvOZvJ+kMp3D+2F9MH+HTqvWZmgjdn9SPC25Envj1NVnGVnqyUJzHpxbz1+yWmRnnxwvV9Op2a8PikMKZGefH6lgscjM/Tk5XyJLO4kiVfnSTAzY6P5gzqtKjBjIG+PD01nM1nM/n+RJqerJQnNXVaHv76JJIEy+8c8pealY7Qp6cTb87qx8nUIt7thhHlf/wSQ3phJZ/PG9ZpERxPJxtW3TOEvLJqlnx1Ek03W2s/+iOOPy/l8PL0SEaHdC7l3s7Kgi/uHYa7gzWPf3OK8uo6PVkpT/68mM3KvYncOSKAW4f6d+q9QgheuSmK/n7OPP39Ga4UVOjJSpWmdOYEaA1QDYxq+D4N+JfOLTJBvj+RxvYL2TwzLfyqxQyGBrny0vQo9sbl8s2xKzq2UL4cTSrgs31J3DUygNuGde5DpRFPRxveuXUAcdllvNONHILU/Aqe/fEsA/1deGZaxFWNYWNpztK5g6mq1fDohlPdxiGoqtXwxLen6WFnxVuz+/+lYL+jmJkJ3r9tIEHu9jz9w9lu4xA0BnwqazR8ds/Qq67jWTwhhJHBrry66Xy3cgje+v0SZ9KKefuW/lctZjB9gA93jQxg5d5Edl7K1rGF8uWX0+lsOpPBY5PCGBJ4ddLW/f1ceH1mP44kFbD2YLJuDZQxZ9OKWLornluG+HH3yMCrGsPV3or3bhtASkEFr/92UccWypeMokr+9v0Z+vR04h83Rl7VGNYW5iydMxgJeLibnt4ams5sgEIkSXobqAWQJKkSUKu12uFKQQWvbjrPqGA37hvTq0tj3TUigNEhbrzx20Uyi00/v7uqVsNzP57Fr4ctz1/Xp0tjTejtwT2jAlm9P4kD3SAaL0kSf//pHAJYOndQl3oihXo68M8ZfTmaXMCXh5UvQd8R3tkWy+WcMt65dQAudlZXPY69tQVvz+5PRnFlt9l8/3I6g92xuTw9NbxLMvRmZoJ3bx2AmRA8+d3pbrH5PplayOr9Sdw9MpDr+nUsXbU1XrwhkghvR/6+MYaybrD5ziyu5B8/xzAowIXFE0O6NNbswb5MivDk3W2xpOab/ua7pk7LMz+cxcPRmpemR3apEH9ksBsPjgvm6yOp3Wbz/dIv56mu1bLszsFd6usT4GbHW7P7cyatmNX7k3RooUpLdMYrqhFC2AISgBAihPoTIZVWkCSJF3+OQQjBu7cNuKooclOEEPx7Vn80WqlbFFd/9OdlEvPKeXNWP500l3z+uj4Eu9vz/MZzJp8Kt/lsJvvj83hqajh+PbouiTtrsC9jQ915d1ssOaWmnQp3Nq2ILw7UO6ETene9F9LQIFfmjQpi3aFkjicXdN1AGZNXVs2rv55ncIAL80YHdXk8vx52vDojimPJhXx9NLXrBsqYOo2WF3+KwdvJhmevu7oT26bYWJrzxqx+ZJdW8eGOOB1YKG9e2XSeWo3EB7cN7LL8vBCCf83si7mZ4Pmfzpr8WrtiTwKXskp5/eZ+OlFefPLa3v/dfFfUmPbme8eFbP64mM1jk8P+n9T11XB9v55M7uPFR39c7tZCJoagM58SLwO/A/5CiK+AP4Fn9GKVibDzUg574nJ5fHIYvjpqZhrgZsdTU8PZeSmH386ZbrFcbFYpq/YmcttQP5015LS1Mue1GX1JLagw6ehKaVUt/9x8gX6+ztx1lakMzWks1Kyu0/L6FtNNbZAkiVc2ncfN3ppnpoXrbNynp4bj42zLcxvPUWfCqQ1vbLlIebWGt2b311kz05mDfBkZ7Mp722MpqqjRyZhyZP2hFC5klvDS9EgcdBDwARgc0IM7hgWw5mAyFzNNVwTmQHwe285n81B0iM7kv3s62/L89REciM9n48l0nYwpR5Lyyvlk52WmD/BhcqRu5L+tLcz55819ySqpYvnuBJ2MKUcqaup4ZdN5ens5sGBs1zJ8mvLKTfVpdK9uOq+zMVX+Px3eAEmStAOYBdwLbACGSpK0Wz9mKZ/qOg3/3HyBEA97nURCm3Lv6CAivB156/dLVNeZ5knGG79dxN7KvMupb80ZG+bOtZFefLornuwS0zzJeH9HHLll1fzr5r46c0IBgj0cWDQxhF9OZ5hsUf/Pp9M5mVrEM9PCO1183hb21ha8ND2S+Jwyk63hO5tWxMZT6dw/rhdhXrrrCi+E4OXpUZRU1vLhH5d1Nq6cyCmp4v0dcUzo7cF1fduWHe4sz04Lx8XWkhd+OmeSJxl1Gi2v/noef1db7h/XcaXGjjBnWAAD/Jx5Z1sslTWmuda+tfUSluZm/ONG3a61w4JcuWmADyv3JppsDd/SnfGkF1Xyr5v7tdkeobP49bDj0UlhbL+QzZ8Xu0caoTFo944JIQY3XkAgkAlkAAENP1NpgTUHkknOr+Cl6VE6fTCgXqL479f3IbWggv8cMr2ajL1xueyJy+XRSWH0sL/6+ovWeOGGPtRpJN7aeknnYxub5Lxy/nMohTuGBXRYwrQzLJkYgl8PW17/7aLJqRGWV9fx762XGODnzC16aJx7baQXw3u58sGOOEqrTEvOXpIkXt9yETd7qy7XX7REn55OzB0RwH8OpxCbZXr90D744zLVdRpemxGl80aILnZWPDstgpOpRWyNMb2sga+OpBKXXcYL10d2qf6iJczMBC/cEElWSRWr9yfqdGw5cDSpgN/PZ7F4Qgiejh2TC+8Mz18fgbkQvGGCgggZRZV8vj+JWYN8Gd6rc+q0HWHB2F4Ee9jz5tZLJp01YEw64pm/13B9ChwBVgGfNXz9sf5MUy6F5TUs3RnPpAhPndQQtMT43h6M7+3Bx39eNqm0EI1W4o3fLuLvasvdo3STvtWcQDd77h/Xi42n0jmXVqyXOYzF+zvisDAXPDE5TC/j21ia87dre3M+o4Qt5zL1MoexWLU3keySal6aHtXler2WEELwwvV9yC+vYcUe00oL2XEhmyNJBTw+pbdOT86a8rcp4ThYW/DmVtNyphJzy/ju+BXuHBFIoJtu0reaM3uIH2GeDry7LdaknKmSqlo++COOMaFuTI3STfpWc4b3cmVqlBfLdyeYVP2jVivx+pYLeDlZ6/zkrJGezrYsmRjC1pgsjplY/eNHf1wGqb7eSR9YWZjx9LXhxOeUsfGU6aZgGpN2N0CSJEVLkhQNpACDJUkaKknSEGAQ0H1bxLfBir0JlNfU6aSQtS3+fn0EZdV1fLLTdG7DjyfTuJRVyrPTIrC20G00rymLJobgbGvJ+ztMR5krJr2YTWcyuG9MLzw72PzvarhpgC8R3o68tz3WZKQ6C8trWL0/iWlR3lctn9sRBvi7MGOgD5/vSzIZJcc6jZZ/b71EiIc9d1ylVH1H6GFvxaIJIeyOzTUpMYn3tsdhbWHGQ9GhepvD3Ezw9NRwEvPKTaqv0hf7kyiqqOW5aZ3v09UZnp0WQXWd1qRSMLecy+RMWjFPXRuOrZX+1toF43rh7mDNu9tiTSYFMz6nlO9PXOGukYE6ERlqjWl9vRng78KHO+JMXrjJGHQmNytCkqRzjd9IkhQDDNS9Scomp7SKdQeTmTHAh946zINviQhvJ2YN9uPLwynkmEA9S02dlo//vEx/P2du6KIEbHs42ViycEIwu2JzOZFiGs7U29ticba1ZOEE3acgNcXcTPDMtHCS8ytMpp5l5d5EymvqeGKKfqJ5TXnq2nC0ksSyXaZxCvTz6QwS88p5emqEztN9mzNvdCDuDla8t900VM3OphWx5Vwm948LxsPRWq9zTYn0YkhgDz78I84k6lkKy2tYvS+JqVFe9PO7uv56HSXYw4E5wwP47tgVk6hn0WglPvgjjnAvR2bpId23KXZWFjwUHcKRpAIOJuTrdS5D8c62WOysLHj4Gv0FLaA+a+DZaeFkFFeZZLmDsenManVRCPG5EGKiEGKCEOIzwLRyEXTAsl0J1GokHpusf0cK4JFrQqnTSiw3gZSajSfTSCus5InJvfUazWvk3tFBJuNMHU8uYG9cLksaTrb0TXS4J8ODXPnkz8uKj0zllFax9mASNw3wIdxbv0ELAH9XO24Z4s+3x66QoXCZ0zqNlk92Xiayp5PeUpCaYmdlwZKJoRxKzDcJIY73d8TRw86SB8bpTkGqNeqdqQiyS6r56ojynalV+xIpM1DQAmBJdAhmQrBst/IzLjafzSAxt5zHJofpVCinNeYMD6Cnsw3vblf+KVBMejHbzmfzwLhgXPVQo9yc0SHujO/twbLd8d2mmbah6MwGaD5wHngMeBy40PAzlQYyiir5+kgqtwz204kefEcIdLNn9mBfvjqSqmhVs5o6LUt3xTPA34WJ4fqpm2pOozN1MEH5ztSy3Qn0sLPUW91Uc4QQPDY5jJzSan48qeyUmuW7G4IWk/RTN9USD0WHICEp3pn6+XQGKfkVPD45zCBBC4C5IwLwdlK+M3U+o5jdsbncPy5Yb3VTzRney5VRwW6s2puoaAXRvLJq1h5IZnp/HyK8nQwyZ09nW+4Y7s/3x9MUfQqk0Up89OdlIrwdmRalW8XB1rCxNOeRa8I4lVrErtgcg8ypL5bvTsDR2oL5Y4MMNudjk8IorKhlg4n3QjM0nZHBrpIk6QNJkmY2XB9IkqRcj1sPfLYvEa0k6f1YtDkPR4eh1UqK1ttvPP0xpCMF9c6Ul5M1S3cp1xG9mFnCzks53Du6F3ZWuukf0hFGh7gxwN+FFXsSFFtYnVdWzddHUpk5yJdgDweDzevXw45bhyr7FKjx9CfKx4kpOuof0hFsLM156JpQTqYWcUjBKTUr9iTiYG2hs15dHeWh6ND6wMUJ5RZWr96fRFWdhsf0JPbSGksmhmImBJ8qeL347+nPpDC9iL20xq1D/fDrYcsnO+MVG7hIyivnt5hM7hoVqJOGsR1lSGAPRga78tk+ZQcu5EaHN0BCiCQhRGLzS5/GKYmC8hq+OXqFGQN98XfVX1FcSwS42TF7sB9fH01VZC1QrabJ6Y+eVPNaw8bSnPvHBnMwIZ/TV4oMOreuWLEnAXsrc+aNNqwjJYTgoYkhXCmoZPNZZSrCrT2QTI1GyyI91021xJIGuWilBi5++e/pj2FSVpty6xA/3B2sFZv6m5xXzpazGdw5MsAgKatNGRPqxgA/Z8UGLkqqavnyUArX9+1JiAGDFgDezjbMGe7PDyeUeQqk1Up83HD6M9VApz+NWJqbsXB8MKdSiziSpMy625V7ErAyN+O+MfpPWW3OQ9GhZJdUm3RTXkPTmRS4ocCwhmsc9RLYX+rDKCWy9mAylbUaFk3Qj5xkeyyJDqFOo2X1gSSjzN8VtpzNJK2wkoejQw3uSAHMGRGAk40FKxToiKbmV/DrmQzmjgjAxU7/+cjNmdzHi95eDizfnaC4vkClVbWsP5TM1EhvQj0N60hB/SnQrEF+fHf8Crml1QafvytotRIr9iQQ4e3I5D6eBp/fxtKcBWN7se9yniKl7FftS8TC3IwFRnCkhBAsiQ4ltaBCkVL2Xx1OpbS6zihBC4CFE0IQAj7fp7z47/YL2STklrMkOtSgpz+N3DrUHzd7K0UGfbKKq/jxZBq3DfXXu2BJS4wNdae/ggMXcqQzKXD5Ta50SZI+BK7Ro22Koby6jnUHk5kS6aXTDuidIdDNnhv6+/DV4VSKK5XTZFGS6h2pME8HJkUY3pECcLC2YN7oILZdyCI+p8woNlwtq/YlYG4mWDDWOBtvMzPBkomhxGaX8uclZeV2bziaSklVnV4ad3aUhROCqdFoWaOwwMXOSzlczilj0YQQowQtAO4cGYCjtQXL9ygrHSmnpIofjqdxyxA/vcrVt8WUPl6EeTqwbJeyAhdVtRpW709iXJi73pXfWsPHxZabB/ryzbEr5JUpJ3DRuNYGuNpxfV/Dnv40YmNpzn1je7EnLpfzGcoKXKzen4hWggfHG2etFaJ+rU3Jr+A3E2xobAw6kwI3uMk1VAixCDCOty8zNhyt33QY05ECWDQhmLLqOr48rByFn91xuVzKKmXhhBCjRKQauXd0ENYWZqxUUEpNTmkV3x1PY/ZgP7ydjeNIAdzYvyf+rrYs3aWc3O7qOg2f70uqTwfydzGaHcEeDlzftyf/OZRCSZVyAhcr9iTg62LLjf31K1ffFk429aIfW2OySMxVTuBi9f4k6rRaFhrJkYKGwEV0CLHZpexUUODihxNp5JVVG32tXTghhBqNlrUHko1qR2c4klTA6StFPDA+GAs9y9W3xV0jA3GwtmDFHuWcoBVV1PDVkVSm9+9p8BKHplwb6UWopwPLFLTWypnOPAXvNbneBAYDt+nDKCVRXafhs32JjAx2ZXCA/hoodoQoH2cmhnvwxf4kxfR5WL47gZ7ONtw0wMeodrg5WHPHsAB+Pp2umKL0NQeSqdVo9d73pz0szM1YNCGEM1eUU5S+8WQ6OaXVLJ5gWMGSllg8MYRSBQUujiUXcDylkAfG9TKqIwUwf0wvLM3NWLVXGc5UcUUtXx5O4Yb+PgS6GUYptDWm9/fBr4dyAhd1Gi2r9iYywN+FUcFuRrUl1NOBqZHerDuUTKlCAhfLdyfg7mDFrUP02/enPZxtLblzZABbzmaQnFduVFs6yvpDKVTUaFhk5I13fcZFCJeylBW4kCudWb0WSJIU3XBNkSTpQaBGX4YphV9OZZBdUs3iicZ3pAAWTwghv7yG70/Iv0HlydRCjiYVsGBsL6wsjOtIAdw/rhdaCT7fJ/90pKaFwIaSXG+L2YP98HS05lMFyDprtBIr9yTQz9eZMaHGdaQA+vo6My7MnS/2Jyuip9KKBsn124b5G9sUPBytuW2oHz+eTCOrWP4CMP85nEx5jYbFRg5awP8CF6evFHEoUf6Biy3nMkktqGCxEdMum7J4YgilVXV8fUT+0sQXMkrYE5fLvaODsLE0N7Y5LBhTHzxZpYA6qoqaOtYcSGJShKfBJNfbYvoAZQUu5ExnvM4fOvizTiGEmCaEiBVCxAshnuvqeIZE01AIHOXjxPgwd2ObA9T3eRgS2IOVexKplXmh3IrdCTjbWjJneICxTQHqi9JnDPBhw9FUCsvlvbf/8nAKpdXGrV9pio2lOQ+MC+ZAfD6nUguNbU6b/B6TRXJ+BUsmysORgnpnKq+smu9PyLunUmxWfa3XvNFBBpVcb4uF40PQSvU5+nKmskbDmgPJTAz3INLH+I4UwC1D/PBwtGbZLnmn/kpSfZuHEA97rjWg5HpbDPB3YUyoG5/vT5J94GLl3nql0LtHBhnbFAA8nWy4ZYgfPxxPk71y7bfHrlBYYfwSh0Yszc1YOCGEU6lFHE5UppqeXGh3AySEiBBCzAachRCzmlz3Al0qPBBCmAOfAtcBkcAcIURkV8Y0JNvPZ5GYV85iGTlS9YVyIaQXVbL5bIaxzWmV+JwydlzM5p5Rgdhby8ORAlg0MYTKWg3rDiUb25RWqarV8EVDIXBfX+MUArdEvRKdJctkrPAjSRLL98QT7G7PtQaWgW2LUcFuDPR3YdVeeSv8rNybgK2lOfNGBRnblP/i72rHjf178vWRVIoq5Bu4+O74FfLLa1gik2wBaAxc9GJ/fB5nZNwGoLFWdJGRa0Wbs2RiKLml8pYmvlJQweazmcwZHoCznWEl19ti4fhg6rRavpBxHVVNnZbP9iYyPMiVoUGuxjbnv9zaGLhQQMaFnOnICVA4cCPgAkxvcg0GHuji/MOBeEmSEiVJqgG+AWZ0cUyDUO9IJRDoZsd1fY1XCNwS0eGehHs5ylqaeNXeej39eaODjG3KX+jt5cjkPl6D3apOAAAgAElEQVSsPZhMeXWdsc1pke9PpJFXJi9HCsDe2oJ7RgWx40I28TmlxjanRfZdziMmvYRFE0Iwl5EjJYRgcUNPJblKE6cXVbLpdAa3D/Onh73hJdfbYvHEEMprNKw/JM86qtqG+pUhgT0YFmTcWtHmzB0RWN8GQMYCMMt3JeDjbMOMgb7GNuUvjA5xo7+fMytlHLj4fF8iZgIWjDO85HpbNCrXfnk4RbbKtZvOZJBRXCWb059GbCzNuW9Mr4b1TFlqenKi3Q2QJEm/SJI0H7hRkqT5Ta5HJUk62MX5fYGmxSppDT/7C0KIB4UQx4UQx3Nzc7s4pW7IKqkis7iKhePl5UhBfaHc4okhxGWXybJQLqu4ip9OpXP7MH/cHQyvp98eiyeGUFRRyzfH5FdHVV8InMCgABdGBssnItVIfY65GStlqvCzfHcCXk7WzBhkXNGNlmiUJl6+O0GWud2rG2rj7peZIwUQ4e3ENRGerDmQREWN/AIXv57JIL2oUlZpl404WFtw96hAfj8vTzW948kFHE0uYMG4YFnUijalMeMiJb+CrTKUJs4vq+bb41e4eaAvPZ1tjW3O/0POyrWNvc769HRiYrhhG7R3hMY2AHIOXMidjqTAPdPw5VwhxMfNry7O39JK8P9WfkmSVkmSNFSSpKEeHvL4j9jT2ZZ9z0Rzi5EVVVrjxv498ethy7Ld8iuU++JAEloJHhhnPBnYthgS2IPhvVz5fF8iNXXyiuptOZfJlYJK2RQCN8fV3orbh/rz8+l0MovlpaZ3KrWQQ4n5PDAuGGsL4xcCN8fMTLBoQr3Cz65YeQUuCstr+OZYKjcN8MGvh/FkYNti8cQQCitq+U5mgYtGRyrcy5FrjNTrrD3uHV2vpveZDIvSV+ypF92YM9z4ohstcW2kN8Ee9iyTYeBi3aEUqmq1LDRSg/b2iPJxZkJvD9YckF8d1Y6L2cTnlMmqxKEpTjaWzB0ZwG/nMknJV4aantzoSDjlYsO/x4ETLVxdIQ1o+qnmB8i3cKUZNpbmsotINWJhbsbC8cGcTC3iaJJ8CuWKKmrqZWD7GVdPvz2WTAwhs7iKX07LJ7e7sRA4zNOByX3kUQjcEvePC64vSpeZmt5ymYlutMRNA33wdbGVXaf0tQeTqajRGF1yvS2GBbkyLKgHn+1LkpUAzJ+XcojLlq8jBfVqercO8ePHE+myKkqPzSrlj4s53Du6l2xEN5rTGLi4mFmvtCYXyqrrWHsgiSmRXoR6yrdl45KJIeSV1fD9cfkELiRJYtlu4zaN7QgLxvTCwkyegQsl0JEUuF8b/l3X0tXF+Y8BYUKIXkIIK+AOYFMXx1Rp4Nah/rg7WMmqKL3RkVoSLV9HCmBCbw8iezqxYo986qh2xebIshC4OY1F6RuOplJcIY/c7vicUrZfyGbe6CBZiW40x9LcjAfG9eJYciHHkuURuCirrmPtwWSmRHoR7i1fRwrqT4Eaa5XkQL0jFY9fD+M2je0ID8qwKH3FngTsrMyZNzrQ2Ka0SX2KmY2s1tqvDqdQUlXHQ9HyqhVtzvBergwOcGHl3kTZ1FEdSsznzJUiFk4wbtPY9vB0smHWYF++P17fIFilc3QkBe5XIcSm1q6uTC5JUh3wMLCN+pOm7yRJOt+VMVX+h42lOfPH9GJPXC7nM4xfKFdWXceaA8lM7uMlCz39tmgsSk/ILWf7hWxjmwPAsl0J+LrYctNA+dWvNGfRhPqi9P8cTja2KQCs2JOIjaUZ98pMdKMlbh8WgKu9lWxOgb4+Ul+kvERmhcAtER3uSYS3o2wCF0eSCjiVWsTC8fJ2pKC+KP36fj0bHGfjBy6uFFSw6UwGc4cH4GInL9GN5lhZmHH/uGCOJhVwIsX4gYuqWg2f7UtibKg7A/1djG1Om9TXUYWSVigfAZjluxPwcLRm9mB5ljg05cHxwdRotKyVSeDip1NpnEszvr/ZETryifwu8F4bV5eQJOk3SZJ6S5IUIknS610dT+Wv3DUyEAdrC1k4UxuOpNY7UjI//Wnkur7eBLrZsXyP8XO7jyYVcDylkAfHB2Mpc0cK+G/h6JoDxm/umV5Uyc+n0rmjYWMhd2ytzJk/Ooidl3K4mFliVFsaHakxoW4MCpCXellLNAYuLueU8acMBGCW7U7A3cGKW4fKs36lOYsmhFBaLY/mnnJVL2uNOcP96WFnKYu1tl4ptFoxa+01EZ709pKHAMy5tGL2Xc5jwdhesmga2x7BHg5MjfRm/aFkyoysXFtUUcOLP8UoJiWvIylwexov4BBQCBQAhxp+piJjnG0tuWtkIL+dyyQ5z3iFctV1Gj7bl8joEDcGK8CRgvo6qgfHB3PmShGHEozbKX357njc7K24TSGOFNQ7U/nlNUZv7vl5w4fxA+PlWQjcEveMCsLeytzoCj8/nEgjt7Sah2Qmud4W9fWFxheAiUkvZm9cLvPHKMORAujr68y4MHdWG7m5Z15ZNd8cu8LMQfJUL2sJOysL7h3diz8u5hCbZbw2ALUaLSv31CuFjgp2M5odnUFOAjDL98TjaGPBnSPkWyvanEUTQyipqmODkQMXaw8mU66AEodGOhxKFkLcACQAHwNLgXghxHX6MkxFd9w3NggLczNW7jXervzHE+nklFbLPh+5ObMH1zccW25ER/RCRgm7YnOZPyYIWytlOFIAI3q5MtDfhc+MmNtdUF7DN0evMGOgL74uynCkAJztLLlzZCC/nskgNb/CKDbUabSs2JPAQH8XRoUow5GCxsBFfaf0I0YUgFm+JwHHBolpJbFoQgi5pdX8dMp4AjBrDyRTo9HKWnSjJeaNDsTOyIGLX89kkFZYyUMTQ2UrutES0wfUC8As22W8v11CbhlbY7K4Z1QgjjbyaRrbHgP969tirN6fZDTlWiWVODTSmVya94BoSZImSpI0AYgGPtCPWSq6xNPRpkHhJ41sIyj8NDpSA/xdGK0gRwrq66gWjK1vOGasvNZlu+OxtzLn7pFBRpn/ahGiPqqXWlBhtNzutQeTqazVsEimMrBtsWBsvcLPyr3GcQh+PdvgSEUry5GC+k7p7g7Gq6NKzC1j67lM7hoViJOCHCmob+7Zz9eZlXuM09yztKqW9YeSmRblTYiHg8Hn7woudlbMHR7ApjMZXCkwfOBCq61XL4vwlq/kemtYNmRcHE8xngDMit31Ddrnj1FG2mVTFk0IIaukip9OGSfjorFW9OFrlBPk7swGKEeSpPgm3ycCxk+yVukQC8eH1Cv87De8NPGWc5mkFlTwsAIdKYA7RwTgaGPB8j3x7b9Yx1zOLmXLuUzuGR2Es52yHCmAayO96O3lwMd/XkZj4KL08uo61h1M5tpIL8K85K1e1hJeTjbMHuLL9yfSyCk1bOBCq5VYtqvekZqkMEcK/ioAY4xO6Ut3xmNlYcZ9CnSkhBA8fE0oyfn1IgSGZsPRVEqq6lisANGNllgwrhdmAqPUQWy/UN+7Zkl0qKyVQlvjtqH+uNlbsWyX4dfa1PwKNp5KZ87wAFk2aG+PCb096OfrzNJd8QZvA6Ak0Y2mdGYDdF4I8ZsQ4l4hxDzgV+CYEGKWEGKWnuxT0REBbnbc2N+HLw+nGFSauNGRCvdSpiMF4GhjybxRQWyNyTJ4bvdHf17GztJctk1j28PMTPDYpN4k5Jaz+axhnal1h5IprqxVrCMFDYELjZYv9icbdN4dF7O53NAEUImOFMDdowJxtLbgk52XDTpvQm4ZP59O555RQXg4Ks+RgvrARWRPJz7ZGW/QU6CKmjpW7U1kbKg7/f2U40g1paezLbMG+fHtsSvklhpOmrhRcj3IzY4b+slbcr01bK3MuW9sL3bF5nI2rcigc3+y8zIWZkIRapctIYTg8clhXCmo5KeThk1f3XA0ldxS5YhuNNKZDZANkA1MACYCuYArMB24UeeWqeicxRPrpYnXHUo22Jw7LmYTm13KkmjlOlIA94/rhYOVBR/siDPYnHENpz/zRgcpQr2sNa7r6024l6NBT4FKqmpZuSeR6HAPRaiXtUaQe700sSEDF5Ik8emueAIV7EhBfaf0+8cFs+18tkHTV5fujMfawpwHFSS60RwhBI9NDiMpr5xfDNhTad3BFPLKanhiSpjB5tQHCyfUSxN/ccBwGRd7L+dxNq2YRRNCMFfwWnvPqEB62Fny3nbDrbUp+eVsPJXO3BEBeDrZGGxeXXNNhCf9/Zz5ZNdlg50CVdTU8emuBEYFuzE6xN0gc+qKDm+AJEma38Z1nz6NVNENfXo6MSXSi8/2JlJYXqP3+TRaife2xxLsbq9oRwrqc7sXjOvF7+ezDOZMfazw059GzMzqnSlDngKt3pdEcWUtT04JN8h8+uTha0Ipr6kzmBDHtvNZnE0r5qGJobLvXdMe940NwsXOkvd2xBpkvoTcMn45nc49owIVmUbTlP+dAl02yClQSVUtK/YkEB3uwZBAV73Pp0+CPRyY3t+HtQeSyTFA3a1WK/Hutlh8XWyZOdhX7/PpE0cbSxZNCGFPXK7BaoGW7ozHwkywWGGiG81pegq08aRhaoHWH0ohr6yav13b2yDz6ZLOqMD1EkK8L4TYqKtGqCqG5+mp4ZTX1LFst/5zbDeeTCMuu4ynpoYr3pECuG9sL4M5UzHpxWw5l8m9Y4LooeDTn0amRXkT4e3IBzvi9K5SU1hew+r9SUyL8qafn7Ne5zIEEd5O3DzQlzUHksgq1q8zVafR8va2WEI9HZilcEcK/udM7Y7N5bgBnKn3d8RhbWGuKMn11mh0ppLzKwwiZf/FftMJWgA8OaU3tRotHxsgBfO3mEzOpRfz5JTeWFsoRym0Ne4ZFYS7gzXvbovVu5R9fE4pG0+lc+eIQEWf/jQSHe7JAH8XPvrjst6l7EsbghYTwz0YGqS8oEVnvNKfgWTgE3TYCFXFsPT2cmTWYD/WHUohvahSb/NU1Wr48I/L9Pdz5rq+3nqbx5A42ViycHy9M3VUj/K6kiTxxm8XcbG15MHxyo5INWJmJnh2WgTJ+RV8dSRFr3Ot2JNAeU0dT0xRXkSqNZ6c0hutJPHRn/pNC/nhRBqJueU8bSJBC+C/pzHv6NmZOpFSyJazmTw4Pljxpz+NTIn0YkhgD97fEUe5HpssFpTXsHpfElOjvEwiaAH16atzhgfwzdEreu3BV6vR8u62WMK9HLl5kPKDFlBfC/RQdAhHkgrYH5+n17n+vfUSdpb185kCQgienRZORnEVaw4k63Wuz/clUVRRy98UGrTozApXJUnSx5Ik7WrWHFVFYTwxpTdI8KEe61m+PFy/wXp2WoQild9aY97oQLydbPjn5gto9VTPsis2h4MJ+Tw2KQxnW+Upv7XGxHAPxoS68dGflymu1E89S3JeOWsOJDNzkC/h3spTfmsNf1c77hwRyHfH00jILdPLHI1Bi4H+Llwb6aWXOYyBnZUFj00O40hSAdvOZ+llDkmSeH3LBTwcrRVd+9McIQQv3NCH3NJqvfaRe297LBW1Gp66VpmOVGs8MikUS3Mz3t2uv6yB745fITm/gmemhSu69qc5c4YH4O9qy782X9RbCubBhDz+uJjDkuhQ3EwkaAEwOsSdyX08WbYrnvwy/QhxZBRVsnJvAjf066nYoEVnNkAfCSFeFkKMEkIMbrz0ZpmK3vB1seWeUYH8cDJNL0oruaXVfPznZcaFuTMmVFlFce1hZ2XB89dHcC69mO9PXNH5+HUaLW/8dole7vbcOVJZDRTbQwjB36/vQ3Flrd5kTv+15SKW5oLnpkXoZXxj8vA1odhamvPPzRf0cpKxfHcCWSVVJhe0AJgzzJ8Ib0f+teWiXtJCtsZkcTK1iKeu7Y29tYXOxzcmgwN6cGP/nqzam6CXFMzzGcVsOJrK3SMDFSlX3xaejjbcP64Xm89m6qWepaiihve3xzEsqIfi+v60h42lOS9cH0lsdilfHUnV+fharcTrWy7i62LL/DFBOh/f2Dx3XR8qajV89Kd+UjDf3HoJSYLnr1fuWtuZDVA/4AHg3/wv/e1dfRilon8enRyGu4M1L/wUo3Nlrje3XqSyVsPL06N0Oq5cuGmAD0MCe/DOtlhKqnR7kvHl4RTic8p47roILE0kBakpUT7OzB7sx5oDySTq+CRjT1wuf1zM5uFrwkwil7s57g7WPDGlN7tjc3V+kpGUV87yPQlMH+DDKIU1K+4IFuZmvDQ9krTCSlbp+CSjoqaON7deJNzLkVuG+Ot0bLnw7LQItFr499aLOh1XkiRe3XQBZ1tLnphsOimrTVk8MQRfF1te/ClG58pc72yLpaiylldv6mtyQQuAqVFejAl1473tsRToWLjp+xNXOJ9RwjPTwrGxVH7dVHNCPR2YOzyAr46kcimrRKdjH0nM59czGSycEIJfDzudjm1IOuNhzQSCJUmaIElSdMN1jb4MU9EvTjaW/OPGSM6lF+u0JuNwYj4bT6bz4PhgQj2V1cW7owgheGV6FPnlNXy4Q3fRlbTCCt7eFsv43h4mlYLUnPoFx4znfjynszTC6joNr/16niA3O+4bG6STMeXIvFGBRPZ04tVfL+isJkOSJF76JQZrczP+cUMfnYwpR0aHuHNdX2+W7Y4nrbBCZ+O+vz2OKwWVvDYjyqRSkJri72rHognB/Hw6g12xuut/vulMBkeTC3hqargiGz13BDsrC165KYrY7FLW6FAW+/SVIr4+msq9o4OI9HHS2bhyQgjBy9OjKK/R8M423aURZpdU8a8tFxney5Xp/X10Nq7ceHJKb1xsLXnmh7M6SyOs1Wh55dcL+DjbKF41rzMboDOAMjuTqbTI9P49GRvqzju/x+pEqrO6TsOLP8fg18OWh6OV3cehPfr5OXPniADWHEziSGJ+l8eTJInnN55DAG/MNM1oXiOejjb848ZIjiYX6Gzz/f72OBJyy3n5piiTUEFqDQtzM/41sy9ZJVU660m15Vwm+y7n8bdre5vkyVlTXrihD+ZC8NT3Z3Sy+T6VWsgXB5K4a2QAI4JN7+SsKQ9dE0qYpwMvbDxHqQ5OvnNKqnh503kG+Dlzx7AAHVgoX6ZEejG5jxcf/nFZJ+JDdRotL/x0Di9HG5MSe2mJ3l6OzB8dxIajqeyJy+3yeJIk8Y+fY6ip0/LW7P6K7k/YHj3srXh1RhRn04p11pNq6c54LmaW8NL0SGytlL3WdmYD5AVcEkJsayKD/Yu+DFPRP0IIXpsRRY1Gy5PfnelyKty/t14iPqeMf87oq/gHoyM8f10fAl3tePK7M112CH44kca+y3k8e12Eoo+UO8otQ/wYF+bOv7de6nI0/nBiPqv2JTJ3RADR4aaVB98SgwN6MHd4AKsPJLHvctccgvSiSl74KYb+fs7cPSpINwbKGL8edrw8PYrDiQVddgiq6zQ888NZvJ1seNYEa86aY21hzlu39CezpIq3fr/UpbEkSeLpH85SVavh/dsHmuzJWVNeuSkSATz+zakuR+Pf3xHH+YwSXrkpEgcTqzlriaemhhPm6cDT35/pcg/DLecy2X4hmyen9KaXu72OLJQvN/TryZRIL97bHkdSF9UIT6UWsnRXPLMG+TKtr7J7O0LnNkAvU58G9wbwPnAUCNWHUSqGI9jDgddmRLE/Po9Pu1CY/ntMFmsOJDN/TBDRJlaM2Rr21ha8f/tAMosreWXThase51JWCa9sOs+woB7cNcK0hA9aQwjBGzP7AfDQ16euujC9pKqWv313hkBXO1643nTTt5rz4g2RhHk68Pg3p8m+ytPbWo2Wh78+iVYr8cmcQd3CCQW4dagfUyK9ePv32KvOjZckiZd/Oc/lnDJen9kPRxvTTN9qzuCAHiwY04svD6fy65mrb2r85ZH6aP7fr+9DiIdppko3x6+HHW/M6sex5ELe78Lp7e7YHJbtTmDO8ACTcEI7go2lOR/cPpDCihpe/DnmqkVgEnPLeH7jOfr7ObNgbC8dWylPhBD86+a+WFuYseSrk1TUXF3qdEVNHU9+dwZvJxtemWEa9d0d3gA1SF4XAzcAa4FJwAr9mKViSG4b6s/MQb58+EccB69Ccz81v4KnfzjDAD9nnr+u+zihUO8QPBwdyo8n0/hif+cjygXlNTyw/jj21hZ8MmewSR/HN8ff1Y73bhvImStF/H3juU4vajV1Wh766iRZJVW8f/tAk1PfagtbK3M+nTuYihoNj264uojy279f4lRqEf+e3Z9AN9OPhDYihODNWf1wsrXkwfUnyCnt/AZy/aEUvjl2hYeiQ7pNwKeRp6eFMzSwB0//cIaY9OJOv/9gQh7//PUC43t7cLeJKV22x4yBvswZHsCy3QlXVUuVWVzJk9+dIcLbkZenR+rBQvnS19eZxyf3Zsu5TJbtTuj0+0uqarl//XEszc34dO5gk+lz1hG8nGz4aM4gYrNKeOr7M51ea+s0Wh7dcJrk/HLeubU/TiYS8Gn3f4AQorcQ4iUhxEVgKXAFEA0iCJ/o3UIVvdMYIejlbs/C/5zgVGphh9+bXlTJXauPIIClcwdjZdF9PlQaeWxyb6ZFefPa5gts6kRUtKpWw0NfnSS7pJqVdw/B29m06y9aYlpfb56Y3JuNp9I71WdEq5V45ocz7Lucx5sz+zE4oIcerZQnYV6O/OvmvhxJKuDxb093ahO0Yk8Cn+1L4p5RgdzQv3tEkZvi7mDN5/OGkltazfw1xzqVwrr/ch6vbb7A5D6eim0A2BWsLcxZftcQXO2seHD98U6dQJ7PKGbh+hMEutnx8R0DTbrWsTVenh5Jn55OPPTVyU411M4pqeKuz49QXavh0zsHm6RyWXssnhDCjIE+vLMtlu+Od7wNRU2dlkc3nCI1v4Lldw7G39X008ybEx3uyXPXRfDbuSw+/KPj4k2SJPHizzH8cTGb126KYnSI6bQ26Yi3eon6057pkiSNbdj06L6RgopRsbe24D8LRuDqYMXdq49yIqX9TVBaYQV3rDpEYUUN6xeM6JYfKgDmZoIP7xjIiF6u/O270/x2LrPd9xSW13D36iMcSsznzZn9GNQNHfhGHrkmlBv69+TfWy/x9u+X2i1Or6nT8tKmGH4+ncHTU8O5bZhpSg93hNlD/Pj79RFsPpvJY9+c7pDM7qe74vn31ktMH+DDSzd2ryhyUwb6u7D8rsHEZpVy/7rjHaot+OV0OvetPUaohwMf3D6wW53YNsXD0ZpV9wylqLKWWcsOEptV2u57zmcUc++aYzjaWLB+wXBc7KwMYKn8sLE0Z938YfR0tuHeNUc53AERnaziKu5YdZis4irWzB/ebdIGm2NmJnjnlgGMC3Pn+Y3n+PlUervvKa6s5d41R9kdm8urM6JMXqykLR4YF8zswX589OdlXvv1Qrt133UaLf/cfJFvjl3hkWtCTa5OtCMboNlAFrBLCPGZEGISoJNPfSHErUKI80IIrRBiqC7GVLl6fFxs+ebBkXg4WnPX50f4fF9iiw6VJEn8eiaDmcsOUlxRy1f3j2Cgf/cWCLSxNGfVPUOJ8nFmyVcneemXmFbrWmLSi5m1/CBn0opZOncQs4f4GdhaeWFmJvjo9oH/TQ155JtTrfZ8uFJQwa0rD/Hl4VQWjg9myURly3DqggfHh/DiDX3Yci6TuZ8dbtUZzS2t5slvT/POtlhmDPThg9sGdKs0kJaYGO7Je7cN4FRqEdd/vK/ViHxVrYYPdsTx2DenGRjgwrcLR3abup/W6OvrzHcLR1Gr0XLL8oP8HpPVYmqNJEmsO5jMzE8PYiZg3X3D6elsawSL5YOnkw0bHhyJr4st8744yrLd8dTUtbzW/h6TxcxlB8gprWbdfcMZ3svVCBbLBysLM5bfNYQhAT14/NvTPPfjWSprWl5rL2WVcMvygxxLLuC9WwdwZzepsW0NIQRv39Kf+WOC+OJAEou/PEFuaXWLr80oqmTOZ4f54kAS944O4kkTVBsUHc0FFELYAzcDc4BrgHXAT5Ikbb/qyYXoA2iBlcBTkiQdb+89Q4cOlY4fb/dlKl0gp6SK5zaeY+elHMK9HLltmD/9/ZyxsTDnbHoRW85mcjAhn76+TrxzywD69DTNHgRXQ02dlrd/v8Tn+5Pw62HLTQN8mBzphSTVO6DfHktlV2wurvZWrLp7CEODuvdi1hRJkli5N5G3fr+EjYU5dwz3JzrcExc7S/LLath8NpOtMZmYmwnent2f6/p1v9SttvjpVBqv/XqBkqo6bhvqz+gQNyK8HblSWMHJlCLWHUqmqlbDogkhPD65d7cRPegIMenFPPz1SVILKogO9+TGAT0J83SkpLKWM2nFrN6fRF5ZNTcP9OGtW/qbtNR6Z0kvqmTB2mNcyiolyseJ+WN6EeBqh52VOYcS8vnlTDox6SVcE+HJu7cOwNW+e578tEReWTUv/hTD7+ezCPGwZ87wAPr5OmNvbcG59GK2xmSxNy6XCG9H3rllAP38nI1tsmyo1Wj58I84lu1OwNvJhpsG+nBtpBdCCPJKq/n+RBo7LmTjZGPBiruHmFTqli5YcyCJf26+gKW5GbcP82dSHy962FlSWFHLlrMZbD2XhVaSeGNWP2YM9DW2uVeNEOKEJEktHrB0eAPUbEBX4Fbgdl00QxVC7EbdAMkKSZLYcSGbN7de+n/Sie4OVjw2KYy5IwJVJ6oV9sTl8vm+RA4m5P/lmNnV3or7xgRx96ggnG27dwS5NeJzSlm+O5GfT6f/5W/naGPB1ChvHpsU1m3TLdujsLyGt7fF8uPJtL9ElM0EjAvz4KXpkd02faY9yqrrWLoznk2n08ko/mtdy9hQd5ZEhzAq2K1b1q20R02dlp9PpbNiTwKJzdaLfr7OzBkewJzh/urfrhV2xebw+paLxOeU/eXnrvZWPBQdyrxRgd3+tLY1DsbnsWpfIvsv51HXZL1wtrXk3tFB3Ds6iB7qprtFEnPLWLknkY2n0qjV/Gy9osEAACAASURBVO9v52BtwbWRXjwyKUzxUuE63wDpmvY2QEKIB4EHAQICAoakpOimeaJKx8gpqeJsWjHVdVr6+znj18NWXcg6SH5ZNceSC7GxNMPZ1pIIb6du0SNJF+SUVJFSUEFxRS1WFmaMCHZVI+8dpKZOS1x2KXHZpfj1sCPKx6lbqeR1Ba1W4nRaETkl1TjbWtLT2YYghTsBhkKjlbiYWUJRRS2lVbVE+jh1K4XBrpJbWs259CIqajT083UmwNVOXWs7SGF5DUeSCrBuWGvDvRzVz7wOkltaTUp+OUUVtViYC0YGu5mMyIZRN0BCiD8A7xZ+9YIkSb80vGY36gmQioqKioqKioqKiooOaGsDpPftsSRJk3U53okTJ/KEEHI6AnIHOt88R0XuqPfVdFHvremi3lvTRb23pot6b00TOdzXVpUvFHc+KEmSh7FtaIoQ4nhru0sV5aLeV9NFvbemi3pvTRf13pou6r01TeR+X41aVSeEmCmESANGAVuEENuMaY+KioqKioqKioqKimlj1BMgSZJ+An4ypg0qKioqKioqKioqKt0HVVex66wytgEqekG9r6aLem9NF/Xemi7qvTVd1Htrmsj6vspCBltFRUVFRUVFRUVFRcUQqCdAKioqKioqKioqKirdBnUDpKKioqKioqKioqLSbVA3QB1ACDFNCBErhIgXQjzXwu+FEOLjht+fFUIMNoadKp2nA/d2ohCiWAhxuuF6yRh2qnQOIcQXQogcIURMK79Xn1mF0oF7qz6zCkQI4S+E2CWEuCiEOC+EeKyF16jPrQLp4L1Vn1sFIoSwEUIcFUKcabi3r7bwGlk+t4rrA2RohBDmwKfAFCANOCaE2CRJ0oUmL7sOCGu4RgDLG/5VkTEdvLcA+yRJutHgBqp0hbXAUmB9K79Xn1nlspa27y2oz6wSqQP+JknSSSGEI3BCCLFDXWtNgo7cW1CfWyVSDVwjSVKZEMIS2C+E2CpJ0uEmr5Hlc6ueALXPcCBekqRESZJqgG+AGc1eMwNYL9VzGHARQvQ0tKEqnaYj91ZFgUiStBcoaOMl6jOrUDpwb1UUiCRJmZIknWz4uhS4CPg2e5n63CqQDt5bFQXS8CyWNXxr2XA1V1eT5XOrboDaxxe40uT7NP7/g9uR16jIj47et1ENx7tbhRBRhjFNRc+oz6xpoz6zCkYIEQQMAo40+5X63CqcNu4tqM+tIhFCmAshTgM5wA5JkhTx3KopcO0jWvhZ891tR16jIj86ct9OAoENx7vXAz9Tf4yromzUZ9Z0UZ9ZBSOEcAB+BB6XJKmk+a9beIv63CqEdu6t+twqFEmSNMBAIYQL8JMQoq8kSU1rNGX53KonQO2TBvg3+d4PyLiK16jIj3bvmyRJJY3Hu5Ik/QZYCiHcDWeiip5Qn1kTRX1mlUtDDcGPwFeSJG1s4SXqc6tQ2ru36nOrfCRJKgJ2A9Oa/UqWz626AWqfY0CYEKKXEMIKuAPY1Ow1m4B7GpQuRgLFkiRlGtpQlU7T7r0VQngLIUTD18Opf2byDW6piq5Rn1kTRX1mlUnDPVsNXJQk6f1WXqY+twqkI/dWfW6ViRDCo+HkByGELTAZuNTsZbJ8btUUuHaQJKlOCPEwsA0wB76QJOm8EGJRw+9XAL8B1wPxQAUw31j2qnScDt7bW4DFQog6oBK4Q5Ikox/dqrSNEGIDMBFwF0KkAS9TX5ypPrMKpwP3Vn1mlckY4G7gXEM9AcDfgQBQn1uF05F7qz63yqQnsK5BVdcM+E6SpM1K8JGF+v9LRUVFRUVFRUVFRaW7oKbAqaioqKioqKioqKh0G9QNkIqKioqKioqKiopKt0HdAKmoqKioqKioqKiodBvUDZCKioqKioqKioqKSrdB3QCpqKioqKioqKioqHQb1A2QioqKiorsEEK4CSFON1xZQoj0hq/LhBDLjG2fioqKiopyUWWwVVRUVFRkjRDiFaBMkqR3jW2LioqKioryUU+AVFRUVFQUgxBiohBic8PXrwgh1gkh/o+99w5zK6sP/j9Hmt403ePp9riX8bju2t5GZ+kl1ACBkBBISCHJL4G8SUgjJJQ3wAsJAQKh97aQwC7bvLvuZZp7m96bNH1GI53fH/dejWxP0dU9V2Pj83kePfZIGuk7t5xv/57HhBCtQojXCSE+JoRoFkL8UgiRbL5vtxDikBDitBDiUSHE6pX9KzQajUazkmgHSKPRaDR3MjXAy4FXA98AnpJSbsfYTf7lphP0/4DfkFLuBr4MfGSlhNVoNBrNypO00gJoNBqNRuOAX0gpg0KIZsAL/NJ8vhmoBjYC24BfCSEw39OzAnJqNBqN5jZBO0AajUajuZOZAZBShoUQQTnf2BrG0HECOCel3L9SAmo0Go3m9kKXwGk0Go3m15lLQJEQYj+AECJZCLF1hWXSaDQazQqiHSCNRqPR/NoipZwFfgP4VyFEI9AAHFhZqTQajUazkugx2BqNRqPRaDQajeauQWeANBqNRqPRaDQazV2DdoA0Go1Go9FoNBrNXYN2gDQajUaj0Wg0Gs1dg3aANBqNRqPRaDQazV2DdoA0Go1Go9FoNBrNXYN2gDQajUaj0Wg0Gs1dg3aANBqNRqPRaDQazV2DdoA0Go1Go9FoNBrNXYN2gDQajUaj0Wg0Gs1dg3aANBqNRqPRaDQazV2DdoA0Go1Go9FoNBrNXYN2gDQajUaj0Wg0Gs1dg3aANBqNRqPRaDQazV2DdoA0Go1Go9FoNBrNXYN2gDQajUaj0Wg0Gs1dg3aANBqNJk6EEL8phHhspeW4XRBC/JUQ4ktLvP5OIcRzLn23EEJ8RQgxIoQ44cZ33MkIIV4rhOgQQowLIXautDwajUazkmgHSKPRaJZACHGfEOKIECIghBgWQhwWQuwFkFJ+U0r54pWW8XZBSvnPUsrfARBCVAshpBAiKUFffx/wIqBcSrkvQd95J/EJ4P1SyiwpZX30C0KIStMxin5IIcSfLfRBQoi/E0J8Y4HnpRBinUvyazQajTISpZg0Go3mjkMIkQP8HHgf8D0gBbgfmFlJuTQLUgW0SiknFnpRCJEkpZxLsEy3E1XAuYVekFK2A1nWz0KINcBV4IeJEU2j0WgSi84AaTQazeJsAJBSfltKGZJSTkkpH5NSNsGtJV1mBPy9QogrZinW54QQIur13xZCXDBfe1QIUbXQlwohvmpF34UQZebn/r758zozEyWEEHlCiJ8LIQbMz/y5EKLcfN+bhRCnbvrcDwghHjH/nyqE+IQQol0I0SeE+LwQIn0RedqEELvN/7/NlGeL+fPvCCF+Yv4/OjPwjPmv38wo7I/6vE+Y8rYIIR5e7OALIT4ohLgmhBgTQpwXQrx2kfe9G/gSsN/8rr8XQjwkhOgUQvylEKIX+IoQwhP1mUNCiO8JIfKjPuft5t86JIT4P0KIViHEC83X/lsI8U9R731ICNEZ9XOpEOKH5rloEUL8UdRrf2d+19fMv+WcEGJP1OsVQogfmb87JIT4rHl+hoUQ26PeVyyEmBJCFC1wDDxCiL825e83v8tnfs444AUahRDXFjveUbwDeEZK2RrDexdECGGd93EhxIR5zVTH+3kajUajEu0AaTQazeJcBkKmQ/KwECIvht95BbAX2AG8EXgJgBDiNcBfAa8DioBngW8v8hmHgIfM/z8IXDf/BXgAeFZKKTHW8K9gRPcrgSngs+b7HgE2CiHWR33uW4Fvmf//VwwHrw5YB5QBfxuDPA8sIM+hBX7nAfPfXLPs6qj58z3AJaAQ+BjwX9FO4k1cw8i4+YC/B74hhFh985uklP8FvBc4an7Xh82XSoB8jOPzHuCPgNeYspcCI8DnAEyH7j+At5uvFQDli8h1A0IID/AzoBHjOL4A+BMhxEui3vYq4DtALsa5+az5u16MLGMbUG3+/neklDPm+98W9RlvAR6XUg4sIMY7zcfzgLUYGZ3PSilnpJRWdmeHlLImhj/pHcBXY3jfokgprfOeBXwa43rvcvKZGo1GowrtAGk0Gs0iSClHMXpLJPBFYEAI8YgQYtUSv/YvUkq/WVb0FIaDAfB7wEellBfMUqx/BuoWyQIdAu43DesHMByFg+ZrD5qvI6UcklL+UEo5KaUcAz5ivo6UchL4KYbRjOkIbQIeMR2O3wU+IKUcNn/3n4E3L/I3HWLe4bkf+GjUzxF5YqRNSvlFKWUIw8heDSx4PKWU35dSdkspw1LK7wJXADv9PWHgw6YTMIVxDv6PlLLTdDD+DvgNYfQp/QbwcynlM+Zrf2P+fizsBYqklP8gpZyVUl7HuF6ij+dzUsr/Nf/ur2M4yJh/Tynw/0kpJ6SU01JKK6v4VeCt5nUAhnP29UVk+E3g/0opr0spx4EPAW8WNnuwhBD3Y5yPHyzz1jeaWZ7IY5HPexOG4/16KWXQjiwajUbjFtoB0mg0miUwHZZ3SinLgW0YxuqnlviV3qj/TzLfW1EFfDrKWBwGBEbE/+bvvAaMYzhP92NkCLqFEBuJcjiEEBlCiP80y55GMcrOcs2sAhjZnreY/38r8BPTMSoCMoDTUfL80nx+ISyHrASjlOq7wEGzpMkHNCxxPG4mcnxMWSCq/yQaIcQ7hBANUTJuw8gcxcqAlHI66ucq4MdRn3cBCGEY/KVAR5RsE8BQjN9TBZTe5Az8FTc6djdfF2mmc1KB4RTe0p8kpTwOTAAPCiE2YWTqHllEhlKMLJJFG0af71LO+kL8FvBD04laiu+ZWZ7I4+Y3CGPa3GeB1y6StdJoNJoVQQ9B0Gg0mhiRUl4UQvw3RibBLh3AR6SU34zx/YcwshIpUsouIcQhjNKkPOYdjj8DNgL3SCl7hRB1QD2GYwXwGFBoPv8W4APm84MY5XJbpZTLliVJKa8KISYxSsiekVKOmX0178HIbCyUKZEx/p0LYmbGvohRTnZUShkSQjRE/W2xcLMMHcBvSykPL/B9PcDmqJ8zMMrgLCYwnEaLkps+t0VKGV1uGCsdQKVYfEjDVzHK4HqBH9zk0EXTjeGIWVQCc0BfrIIIowfsDcCCvVZ2MPuUfowxea5+ufdrNBpNItEZII1Go1kEIcQmIcSfifnBAhUYjsSxOD7u88CHhBBbzc/yCSHesMT7DwHvZ36YwNPAH2I4HCHzuWwMR8ZvNvN/OPoDTIP6B8DHMXphfmU+H8ZwLv5NCFFsylN2U8/KYvJY5W5P3/TzzQxglJCtXeIzlyITw4EZMOV7F0YGyAmfBz5ilR0KIYqEEK82X/sB8AphjD1PAf6BG3VkA/AyIUS+mQn7k6jXTgCjwhi4kC6E8AohtglzXPoynAB6gH8RQmQKIdKEEAejXv86hkPyNuBrS3zOt4EPCCHWCCGyMEoav2tz8t1rAT9G6WbcmJmtHwLfNEsXNRqN5rZCO0AajUazOGMYTfvHhRATGI7PWYzMiy2klD/GGDzwHbNc7Syw6AQ0DMcim3kH6DmMDMQzUe/5FJCOkdE5hlHGdjPfAl4IfP8mY/gvMUYdHzPleRwjmxSrPDf/fANmedtHgMNmWdi9S3z2Qr9/HvgkcBQji7EduCVzY5NPY5SQPSaEGMM4ZveY33cO+AOM49WDMSChM+p3v44x5KAVI7MWMexNh/SVGCWLLRjn40sY5YFLEvW764B28zvfFPV6J3AGwxl8domP+rIp4zOmDNMYDrMdfgv4mjlgwwnlGKWbfyJu3Fuo0uHnajQajRKE83VOo9FoNJpfP4QQrcDvSCkfX2E5vgx0Syn/eiXl0Gg0ml8XdA+QRqPRaDS3KeagidcBO1dWEo1Go/n1QZfAaTQajUZzGyKE+EeMUsmPSylbVloejUaj+XVBl8BpNBqNRqPRaDSauwadAdJoNBqNRqPRaDR3DSveA2Q2d74C6JdSLjvitLCwUFZXV7sul0aj0Wg0Go1Go7kzOX369KCUcsENvlfcAQL+G2On6KX2N4hQXV3NqVOnXBXo15HR6SA5ackrKsPYdJCs1CSEsLOPocZtRiZmyUxNIiVJJ4RvJ2bmQkgJacneFZNBSsn4zBzZK7x2aG5ESsnA+AzF2WkrLYrmJm4XXZuZkoTHo3Xt7YR/cpa0ZO+Krul3G0KItsVeW3GLR0r5DDC80nKo5lLvGJ8/dI0//34j//jz86xUr9XMXIgP/aiJHX//GI+e610RGQAu941xzz8/wTu+fILhidkVk+Mrh1v44+/U85knrnD8+tCKydEbmOaffn6evR95nKcu9a+YHOe6Azzwsad4438eZXLWzn6Javn7n53j+Z98mm8ca2M6GFr+F1xgLhTmx/WdfPQXF3jfN05zum1kReQAONM+woMfe5o3fP4oM3MrczwAPvSjZvb80+P8uL5z+Te7RP/oNH/wzTP83SPn+PrRVgKTwRWRIxyW/Op8H6//jyO86T+PMhcKr4gcUko+9KNm7vnnJ/hpQ9eKyADQPjTJwX95kj/8dj3nu0dXTI6r/WN84Zlr/MUPGvnwT88SDq+Mrp2dC/N3j5xjx98/tqLn5frAOAc++iRv/uIxBsZmVkyObx5v4w+/Xc+nHr/MkauDKyZH/9g0//KLi+z9yOP88uzK2UBX+sZ46BNP87p/P8LY9MqsYQD/+suLPPTxp/jvwy1Mza6cbrkduC2GIJhjPn++WAmcEOI9wHsAKisrd7e1LerQ3Rb4J2c58C9PMjkbIictidHpOf77XXt5aGNxQuXoCUzx3m+cobHDT1F2KsFQmEf/5AFW5SQ2ajgdDPGazx2mJzDNVDBEUVYq//n23WwrW3aPQKV0DE/yvE88TXqyl7EZw9h/5P0HqS3PTagc/9PUwwe+20BISnLSkshKS+JXH3gw4VGhtqEJXv8fRwHJ8MQsD2wo4ovv2EOyN7FxkYYOP6/53GEKs1IZHJ+hJCeNH/3+AUpz0xMqx7/96jKffuIKKV4PHg+sL87mkfcfTHjG8lvH2/nwI2fJy0ihf2yG9zywlr962eaEygDGdfoH3zpDcXYq/WMzvPNANf/n5ZsTfn389U+a+faJDtKSPEzMhnhgQxFf++19CZUhGArzpv88ypl2f+Q6/cdXb+Xt+6sTKgfAxx+9yOeeusaqnFSGJ2b5r9/aywMbFqzwcJX3fO0Uz1wZIMnjYXxmjvc9VMNfvnRTQmUYn5lj/0efYGx6LqJrP/+23bx0W0lC5egfM5z0k60jFGenMjUb4n//+H4q8jMSKkcwFOb1/3GElsEJgqEwvvRkPv+23eyszEuoHH2j09z/sadI9XoYn51DSvj+e/eztzo/oXL86nwff/CtM8yFwuRmpJDi9fDEnz1IZmpii5+6/VO8/j+OMDMXZnQqyN7qfL7yrr0J1/kXekZ5+WeeJT/TWMMKs1L54fv2U1WQmVA5EokQ4rSUcs9Cr614BigWpJRfkFLukVLuKSpK/EJvl++c7GByNsQj7z/Iqb9+EWW56Xzq8SsJzwJ98IfNXO0b4/Nv28133nMvM8Ewf/79xoRHyD7+6CUu9o7xqTfX8YP37kdKye99/XTC5fjcU1fxCMGv/vRBzvzNi8hKTeIrh1sTKoOUks88cYU1hZk8/ecP8dm37qJjeIovPXs9oXL4J2d5x5dPMBcO85333MtHXrudpy8N8KEfNSdUjnBY8uFHzlGUncpTf/4gX3/3PvrHpvnm8cQGOaaDIb5xrI3nbyrm/D+8hH949TaauwI8eTGx2bmzXQH+6sfNHKgp5LEPPMBv3lPJF565zuEER1C7/VNG5rgil2f+4nm8+741/PeRVr57siPhcnz3ZAdv2lvB2b9/CX/8gvU8c3mAK31jCZXjqYv9nGn386GHN3H0Q8/nQE0Bn3jsMiMJzmZ/41gbn3vqGm/ZV8FjH3iQdcXZvPcbpznXHUioHM9cHuCx83380QvWc/gvn8/D20r4r+da8E8m9nj84FQHY9NzfP+9+znzNy9ibWEmn37iSsJ1y9/+5BzNXQE+85ad/PB9B5DAn36vgVCC5fjU45dp6gzwsdfX8qP3HSQlycPvfu0UwQRnK//j6WuEw5L/+aP7afzwi8nNSObLzyV+ivtnn7xCeW46T/7ZQ3zh7bvpHZ3m35++mlAZxqaDvOPLJxifnuMb776Hj7+hlqPXh/iz7zcmVA4pJX/3yDl86ck8/qcP8J333EtgapavHrm9Ewpuckc4QHcSwVCYrx5p5UBNAbXluaQkefiD562jocPPocsDCZNjYGyGZ68M8M6D1bx0Wwk1RVn87Su38OyVQb55oj1hcpxoGea/nmvhnQeqed7GYmrLc/ngyzbT5Z/iRGviKh87hif5welO3rKvghJfGvmZKbxhTzk/b+qmb3Q6YXI0dPi51DfGbx2opiI/g4PrCnl4Wwmfe+oaPYGphMnx4/ou2oYm+cLb97CuOJu37Kvkd+9fww9Od9IxPJkwOX54ppPGDj8ffOkmstOSuX99EQ9tLOYHpzsTWmL0SGM3QxOz/M59a0jyenjtzjIq8zMSHrj4cX0XKV4Pn3nzTnIzUvjrl29hbVEmf/q9hoSWK3zoR83MhSWfflMdacle/vrlm9mwKouf1Ce2tMcyVn7/oRqEELxjfxUpSR6+cqQ1oXJ871QHRdmpvPu+NSR7PXz4lVsZn5njk7+6lDAZQmHJpx6/wr1r8/nHV2/Dl57MV9+1l2Svhy8+k7gASjAU5h9+fp6qggzefd8afBnJ/OHz1zM7F07o9REOS75ypJWdlbnsrc4nyevhD1+wjgs9ozx2vi9hcgQmgzx5sZ+37qviVTtKqcjP4B9fs5WTrSMJNfobO/z8+9PXeNOeCh7evpotpTn8zcu3MDg+y3MJDKD0jU7zrRPtvH5XOZUFGeSkJfOWfZU8eq43obrlQs8ojZ0B3nZvFdWFmeypzue1O8v44jMttA1NJEyO/2nq4Wr/OJ/9zV1sKc3htTvL+aPnrzOfT1wg53+aezjeMsyfv2QjuRkp3Lu2gBdtWcWP6ztXtMx6JdEOkGIePddLT2Ca3z64JvLcb+wuT3gW6H+auglLeE1dWeS5N++toLbcxw9OJ66e/wenO8hOS+KDD8+XRrxo8yoyUrz8tKE7YXJY2Z/3PbQu8tw7D1QzF5Z841jiIiDfO9VBerKXV+5YHXnur162mbCU/N/HLidMjl+c7WXDqiz2rZkvSXjbvVUACesVm50L87FHL7GzMpfX7py/Tt+0t4K+0ZmEBQyklHz5uRY2lWSzv6YAgGSvh/c/f11Cs0ChsORnjd08tLEIX4bRRJ2e4uXDr9xK3+hMwoyYvtFpDl0e4PceqKG60CiNEELw6royTrWNJMyIsbI/b9hTQXmeUUpUkJXKa+vK+NGZzoRlX3oD0zx5sZ/f2F1Okln+t7Ekm7ffW8W3jrdzfWA8IXKcaR9hcHyGt+yrjMhRnJPGi7es4okL/QkzYr53qoOr/eP87Su2kJpklPBsKc2httzHd052JEzHPXmxn7ahyRt07StrSxOeBfrluR5mQ2Fes7M08txr6srYV52fUF37ozOdpCZ5+JtXbok899DGYnzpyTySQF1rZX/+4HnzuvYd+6sQQvC1o60Jk+O7JztIMYNZFh98eBPJXsHHH01c4OIXZ3upyE/ngfWFkefeeo+ha3/RnBhdGw5LPvq/F9myOoc3762MPP+mvZWMTAb5VQIDBrcTK+4ACSG+DRwFNgohOoUQ715pmZzw5edaqCrI4Pmb5vt9orNARxPUeP+Thm42r85h/arsyHNCCF68ZRWNHX76x9zPeoTDkicvDvDghqIbal3TU7y8ZGsJ/9vcw+yc+1H+/tHpG7I/FlUFmbxw8yq+ebw9IY33EzNzPNLQzStqV98wVasiP4NX1Jby2Pm+hJRMDIzNcLJ1mJduW33D81UFmWxencMvEtQoeqZ9hIGxGX7vgZobphU9f1MxhVmpfCdB5VZHrw9xsXeM3z645oZ+HysL9O9PX0uIHMeuD9E/NsOro4IWAPvXFpCdmsQTFxKjpCyH7yXbVt3w/Kt2GAbeI42JMaa+9KwRPf/9h2pueP5d91UzHQzz7ZOJyWT/8EwnYQlv3FNxw/PvfbCGsCRhxsMvmntJ8Xpu0C0AD28vYWxmjiNXE6Nbfnm2l3XFWbfI8cY9FVzsHaOpMzHleF8+3MJqX9oN/T7RWaBEBVB+Ut/NmsJMtkf1tAohePHWVVzqG0tIwEBKyeMX+rlvXSFZUf0tKUkeXra9hEfP9SZkyM3IxOwN2R+L1b50XrZ9Nd852cH4jPtyTAdD/Li+ixdvXUVeZkrk+VU5abx2VxlPXkxMwCAwFeTItUEe3rb6Bt1S4ktjV2VuwnRtc1eALv8U73lgLd4oXXvfukLKctMTXtp8uxCzAySEyBBC/I0Q4ovmz+uFEK9wKoCU8i1SytVSymQpZbmU8r+cfuZKcbYrwJl2P+88UH3L+MnX7SojJcnDUwmIJrcNTdDQ4efVdaW3vPaCzYZRkwg5Gjv9DI7P8MLNq2557VV1pQSmgglRUocuDzAXlrx5X+Utr73rYDXDE7P8vKnHdTn+p6mHidkQb95XcctrD20sIjAVpLHT77ocj53vRUp4eIFG4Ye3lXC6bSQhZYGHLg+Q5BEcXFdww/PJXg+v320oqf4EyPG1I23kZ6bwqpvul2SvhzfsLudM+0hCJhf+tKGLzBQvL9h8o2GZkuThgQ1FPHGxPyFR7Scu9FGWm87GqOAJGI767qq8hEWTn7zYxwPriyLZH4tNJTkcqCng60fbXD8e4bDkuyc7uHdtPmsKb2wULvGlsakkOyFrmJSSR8/1cv/6wltGkh9cV0h2ahK/OOv+GjY5O8fx68M8tKHoluEgr6orJS3Zk5DAxdX+MY5cG+Lt+6tuGcrxitpSMlO8PHHRfce0NzDNsZYhXrWj9JbjYenaRAQuLvWN0eWfinxnNK/aUcbkbIjHL7iv8w9fG2R2ZsfPjgAAIABJREFULsybFtBx7zpYzdj0HD9OQJnko+d6CUwFb8h2WDy0oZjJ2RCnW92f8vnEhT6CIbngUI6Ht63mfM8o7UPuO8iHLg8gBNwflYUC8HoEb9hTzrNXBhNanni7YCcD9BVgBthv/twJ/JNyie5gnjbHGd8cwQVjL4/dlXk8l4AonWWgvHLHrQ7QppJsSn1pCVkMn7zYj9cjeGjjrYMr7ltXSH5mSkLGhR65NkRhVsotBh0Y0fWSnLSEGDHfPdVBTVEmuxaYyHPfukI8Ag5dcl+OX57tpbogg00ltx4PyylKRBncoUsD7K7KW3CPmTfuqSAUlvzwjLvXx1wozLNXBnh4W8mCE3kOrCtESjh6zd37djoY4hdne3nJInK8YHMxA2MznHW52X06GOK5q4O8cHPxgtPvXl1XyqW+MS72ujv2uHNkktahSQ6uK1zw9dfsLKMnMM2VfnfLz463DNM+PMmb9t5q0AE8uKGIk63DTLgc1W7qNCK4CxlSqUlenr+5mF+d73O9b+749WFmQ2EeXGBNz0lL5mXbV/Ozxm7X+9WeNtfJ6PImi2Svh3vWFnA4Abr2503dSMmCwcY1hZmsLcrkiQQEG58w9fkLNt06afaeNfmU5KTxSAJ07eGrg2SnJlG7wITXXZV5VBVkJETHff9UJ+V56RyoKbjltf01BSR7RUJ0/i/O9lKSk0bdApNmrXs5EYGLQ5cHqC3zUZCVestrb9hTgRAktFzzdsGOA1QjpfwYEASQUk4BepetKI5eH2JTSTb5USnXaO5bX8iFnlGGxt2bzS+l5KeN3exbk0/ZAmOEhRC8YPMqnrsy6HrZ1+MX+tldlUduxq3HI9nr4RW1q3n8Qp+rKXEpJc9dHeRATeGCm8IJIbh3bT5Hrw25WrsemApypn2EVy4QKQTIy0wxJm5dcXdR9k/OcvTaEC/ZVrKgHOtXZVNTlOn6fgn9Y9Oc7xld0JACqCnKYmtpDocuu2s8NHcFmJgNRXp/bmZHuY+s1CQOX3O3/+bpSwOMTc/d0LMXzUMbi/EIXA9cHLk2yHQwvGAkGeDl21fj9Qh+Uu9uFsgq57pv/cIO0P61xvk66vJ5OXR5gGSv4CVbFx6r/OCGIoIhyTGXS5t/ea6XJI/gRVsWPi8PbythZDLIiRZ3B8scujxAWrJn0XHGr9xRyvjMnOt7aB27PkR1QQarfQuPyj+4rpCWwQm6/O4OlvlpQze15T7WFmUt+PoLN6/i+PVh18u+nrjQR225j+IFtrjweASvqivl6UsDrvfNHb46xL01BZEetZvZv7aA4y1DrpZ6T82GOHZ9iJfXrl5Q52emJrG3Ot91B2hiZo5nLg/w0m0lC8pRkZ/BtrIcfulysDEwGaS+fYQHFxmVX5abzu7KvIQO6bpdsOMAzQoh0gEJIISowcgIaTA2HD3dNsK9axc2pIBINPOIi9HkzpEprvaP87Il9kF4weZipoIhV6PaXf4pLvSMLhiRsnjZ9tVMB8Mcc1GOK/3jDIzN3FJmFc29awsYHJ/h2oB7k2HOtI0gJTcMHbiZB9YX0djhd1VJPX6hn7mw5OGb+n+ieXjbao63DLta9vXsZcNwfWD94mPt963Jp77d72qf2LHrhsF4z5qFr48kr4d71xa4Pob6qYv9+NKTF4xYAuRnprCrMs/1cprHL/STmeLlnrULX6cFWansX1sQyXa7xXNXBynKTmV98cKGZUV+BmW56ZHz5xYnW4fZXuYjI2XhfUN2V+eRnux11XiQUvLLs73srylYMJgE8OCGYtKTva73FDxzeYB71xYsun/Jnqo8PAJXJ3yGwpLjLcNL6tr7TF3r5n07MDZDc1dgybX0+ZuKmQ2FedbF62NwfIb6Dv8tPVnRvGz7aubC0tVBKu1Dk7QPT0aO/ULcu7aAsek5LvS4l0Gu7xhhLiy5Zyldu6GIi71jrpZ6P31pgJm58JJ7Uj28bTX17X5XJ8AevjZIWLLkXmH71uRztiuwopuhrwR2HKAPA78EKoQQ3wSeAP7CFanuQJo6A0wHw0suytvLfGSnJbm6KJ9qMxTPvkUMOjAWoYwUL4+7aEw9aX72YpFkgLqKXJK9glMuRgutY71YKQ0QOWduRnGPtwyT7BXsrFh8Q7oHNxYRlriqpJ682EdJTho7yhffhPal20oIhaWrRu6hywMUZqWyZXXOou+5Z00+M3Nhmrvc64s6dn2IdcVZFGXfWhpgcXBdAW1Dk67WSJ9qG2Z3Vd6ikVMw7qVz3aOuKUspJU9e6Of+9UWR6V4Lsbc6n0t9YwSm3NnNXErJkWuDHKwpWHIT2nvNaLJbfUDTwRBNnf4l19LUJC8HagpcdYBaBidoGZzgxYtkocAYLPPghiJXHeT2oUmuD04sGkkGyE5LZktpDida3FtLL/SMMjY9t6Su3bAqi8KsVFd17emIrl3c0N5TlWfsu+Ji5vapi/1IyYK9thZbS3NIT/a6mpmzsuTLBRvBXV17omUYIWB31eLnxbqG3bxvn7jQR35mypKbv1qZ5acuuifHoUsDZKclUVex+Ibv+9bkMxeW1Le734N8OxGzAySl/BXwOuCdwLeBPVLKp90R687j2LUhhIB7F4mcgtFwtn9tgasG7qnWEbJTk9i4QH+HRVqyl/vWFfLkxX7Xyr6evNhPdUEGNUWL7zCcluxlW5kvokjc4PDVQaoKMm5ppI6mqiCD1b40VxdlK5KcnrK4YbmjPBdferJri7KUktNtI9yzNn9Jw3LL6hyyU5NcU5ahsOTZKwM8sGHhskSLPabiONHijhzBUJhTrcORcqrFcDuaPDIxy7WBCXZXLb1b+wvN4QhujeU+3zNK7+j0LUMYbmZPdR5SQn27O+flUt8Yg+OzHFgiaAFGLf/IZJDLLu2lUd/uJxiS7Fuz9Hl5cGMRbUOTtA66k0G27sP9S+gWgHvW5tMdmHbNQT5klucu5QCB4SC7mbm11umlHCAhjOEqh6+6V9p8qnWElCQP28oWD+IkeT08tLGIpy65N8DkqUv9lOSksbV0cTmSvR7qKnIjAVI3OHx1kFU5qdQsUg4IxuCQNYWZruvaTSU5+NJv7S212FSSTXF2qqsO0On2EfZW590wde1maooyKcxKcU3XSik5dHmA+9cXLhlc221lbl0uob3dWNYBEkLssh5AFdADdAOV5nMarP6fnEVLFCzuW19I58iUa5M/TreNUFeZu+RNB0ZGpCcwTXdAfQo4HJacahvhwLrCJQ1tMCJkjZ0BV0ZSzoXCHLs+vGT2B6w+oAKOXR92RVlakeS9S0QKwXCQ719fyKHLA67I0R2Ypm90ZsEhDNF4PIK6ylzOuBQNau4KMDIZXNaQKsxKpaYok5MuldNY/T9LGVIA64qzKM5O5bBLpZqW8tuzjANkZarcml50yvzc5e6XugpjfXFLaT93ZfmsLRApcXGrlDeWSDK4H00+0+4nJy2JtYWLG5ZA5L4+0+bOfXvo0gAV+em3TMO7mX3VVubWnYEdR68NsaYw84YtDRbi4LpCBsdnuNznzqCMU20j7Cj3LZktBThYU8jwxCwtLmy+KaXkZOsIB5bJloIRuLjQM+bKwI5wWHLk2hAHY9D5967N53jLsCt9QMFQmDNtfvZVL72WCiF4cEMRz10ZdGVwyOD4DG1Dk8vqWiEEOyvzXAsmXe4bp3d0elldm52WzObVOdoBWoBPmo/PAceBLwBfNP//GfdEu3OY7/9ZWlECHKgxlLobWaDAVJBLfWPsWUZhA5F0qBs33vXBccam55ZMuVrsrspndi7M2S71NcGNnQHGZ+aWrEm2uHdtvtkHpF5ZWpHkpWqSLe5fX8jAmDv9SGdMg3W5RRlgZ2Uel3pHXWnetaJ/sZyXfWvyOdnqjrK05Fis38XCiCYXcuTqoCtR3FNtIyR7BTuWuV+EENRV5FLf4Y6BW98+QnF2KquXMSwzU5PYvDo74jCp5vDVQdYWZi44xCWaivwMyvPSXYsmxxJJBmP/rIr8dNccsfr2EXZW5i2ZLQXYvDqH1CQPZ1xY08NhyfGWIe6LwcC1Aj1uGFOhsOREy3BMutZyoN3QtdPBEOe6A8s6xwB1lZauVX/fdvmnGBibiXzHUuyuyiMUljS4sH5c6B1leGKWgzWx6FqjD+h8t3qdf7YrwFQwtGTZqsV96wsJTAW52Ks+g2yd613LBLXA0MfXBydc6f09ei22YBKYPbcdIwnZm/F2YVkHSEr5PCnl84A2YJeUco+UcjewE7jqtoB3Ao0dAWbmlu7/sagpyqQkJ82VqVL17Uaj/Z5loh9gKMuUJA8NLizKkZs/xkUZcKUM7sjVQYRg2RInmC+nOOpCU/XJ1tgiyWA4HgCNLiipM+0jpCV72LR68fJIi12VuYQlNLkgR2OHn6qCjAVHct7MvjX5jE3PcckFJXXs+jDri41egeU4uK6QoYlZLvWpl+N02zBbS32LNpZHs7Myl5bBCfyT6pVlQ4efnZW5yxq4AHuq8mno8BNUHD2dC4U53jLMgSX6CKIx+oCGlTumwVCYM+0jy0aSLXZW5Lmyh9fYtBHUiiVokZLkobbc54oDdH1wgrHpucj6tBSFWamsdSlze757lLGZpft/LMpyjWzVERccoMYOI6i1XNYWYF1RFtmpSTR0qD8vljOzVG+pxa6qPITAlcCFNbUxFkPbzT4g65rbu0zZKswHAt24b8+0j5DkETdsjru4HKaD7ML10dgZoDg7ddlgEhiZ2+lg2PWtFm4n7AxB2CSlbLZ+kFKeBerUi3Tncey60f8TS4RfCMHu6jxXDNzTbSN4PSKmzEtKkodtpTmuRIMaOvxkx1CyAVCUnUpVQYYri3Jjp5+aoqwbdoJejMr8DEpd6gM60TLMxlXZy0aSwRj/nJnidWlR9lNbnnvLxoELYSlUN4ypxg4/OxbYF2EhrAZS1cZUpP9nkalrN2MZOqrv25m5EI2dgZgMKZjP3Kq+b0cmZmkdmqQuBkMKjMDFVDCkfJrTlf5xJmdDMWWxwQhu+CeDyh3Tc92jTM6Gli1btdhRkUtPYFr5VKnGjgBSGo5vLOyszONc16jykmLruo9Ft4BhTJ1qVe+YxtL/E83uKsMxVV1SbA3uWa5vD4yS4toKnzu6tt1PalJsQa2ctGQ2rsp2pQ+oodNPeV76smWJAKty0ljrUh/QiZYRqgsyKM5eXo7yvHTyM1PcCTa2jbClNCemoNb2ch9ej3CldLWxw8+OihiDWtXuZW5vV+w4QBeEEF8SQjwkhHhQCPFF4IJbgt1JnGw1DNzl+n8sast8dI5MKR8zfKp1hM2rs8lMXXhk683srMyjuSugPIpb324YuMuVbFjsrsrjdNuIUiUlpaSxM7DghmwLIYQwyq0U3/xWJDkW5xiMPqDt5T7li/J0MMT57kBMkWQAX0YyNUWZyvuA+keNvrPlyr0syvOMcceqx+pe6DEM3KUmOEVTVZBBTloSTYr7Gs52jTI7F44pawtQW56LEOrLaRpsGriWvKoDF82dxvHdvsSUwmis86faQbbWgX1LTHCKpq7CkFf1fXumfQQhiKnECYxo8mxIfUlxY6efzBTvkg3u0exbk8/o9Jxyx/Rk6zDVBRmsWmC/m4WoLfcxOD5Lj+Je19NtI9QUZcYUXAPjvrrQM6Z8g9j6Dj/bynwxBbXA0LX17X7lJcXNnQFqY7xnYb60WaXON3qPh2Ne04UQ7Cj30dihdk2fC4Vp6oxd12akGCXFqoONgckg1wcnYl7Ti7LNzK12gBbkXcA54I+BPwHOm8/d1Ugpae4KxHyRgWHEADQpjPLPhcI0dPhjjpyCsSjPzIW52KNOSU3NhrjUNxZzxBKMcpohMwKtir7RGQbGZmwtyjsqcukfm1EaxT1vM5JsyXG+R20U92xXgGBIxlSWaLHLbM5UqaQaTQPXMhhjYW91Hida1CrLJlOOWDNRQghqy3OV3rMwX/oZS3kkQFZqEhtXZSuPJtd3+PEIYr5fVvvSKctNVz4IobHTT3ZqEmsKlm60tyjPS6cgMyXiOKnihGloL7Sx5EJsLTWiuKozt2faR1hfnEVO2vLZY5gv61Hd29nY4Y9EqmNhr0vR5OauQMzBE3BH14bDxjRNO7p2Z4XRf6OyvCgYCnO2K8BOG8djT3Ue4zNqS4pHJmZpH56MHOtY2FGRy+j0HO0Ktxa4OjCOfzK45NjpheS43D+mtNf1Yu8YU8GQLRtoV6VRFaTSMW0yt4+IVceBEfA56ULm9nbFzhjsaSnlv0kpX2s+/k1K6d4uUncInSNT+CeDMUcsgcjYTJVK+0KPcdPFkpK3mC+nUacsm7sChMLSlkM4H01Wpywthbfdxs1vGX8qz4tlqMYaDQKoK88lGJJKHVMruhRLU6bFrqo8RiaDtCgc79vY4cfrEWwtjf1+2V2Vx8DYjNIobnNngLyMZMrzlq+Ntthe7uNS7xjTQXWO6anWEaoKMpbch+hm6ipyaehQW9bT0OFnw6rYs8dgnJdTbWod0+auANvKfDFnj4UwMqYqJ45JaTSK27ln05K9bCrJjjjWKgib+3LYkaM4J42y3HSl0eSZuRAXesZsOR7leekUZ6cqzYj1j03TE5iOqa/CYlNJNkkeofS8XBsYJzAVZHeMWVuYz+Cp7Lm92DPGzFw45uwgEHHaVPbcWvderNUWQOQcqjwvDTYGD1jsqMhFSiNAqIqIrrVx3+6qzGNiNqTUMW2ymU0H49iNTs+5MrHwdiRmB0gI0SKEuH7zw03h7gSsi6y2LPZFKDstmbVFmUrLaaybzo4DVJ6XTmFWqtJyGivyaMcBWleURU5aklKl3dwVwOsRS260eTNbVvvwCJSel6bOAIVZy0/WisYyNFRGk8+0+anMz4ip4d9iPpqsTo7GTj+bSrJjqo222B6J4io8L10BtpfHVhttUVvmIxiSypSUlJIz7X5221CUYNxbgSl1jmk4LGloH7EVsQQjcNE3OkOXX82+M4ahPWorawvGebncp668KJ7sMRj3bWOHX1n09PrgBIGpoC1DCgwjRuU9e7FnjNlQmDobwSQjY+pTupZaRqqdTENaspeNJdlKHeR4dG1hVirleelKG92tz7Kjay3HVGXm1jq2W204QBtWZZOS5FF6Xpq67GWPYT47otJRr2/3U5Sdaiu4Fhlhr9AGaujws7YoM6beYws3gsC3M3ZK4PYAe83H/RgjsL/hhlB3Ek1dflK8HjaUxFYbbVFb5lN6kcVjaFtjdVWW0zR0+KnIT49pwpeFx6M+itvUGWB9cdaSG4/eTHqKlw2rsmlW6Hg0d/mpLffZMrRX+9Ioyk5Vdl4MQ3vEVvkbwPpiY3qRqkU5HJY0dvhtGTAwH8Vt7lJzPKaDIS73jdmKWMJ8JE2VUdc7Os3guH1DOxJNVnR9tAxNMBrj2PporCiuqujp5d5xgiFpK2IJhoMclnC+R40c8WSPAXaU+xidnqNVUfR0PmtrT45dlcZABlUbolqBmFrb10cu1wbGlZUXNXUGEIIlN/xciNpyH02dAWWZyqbOgG1DG8zMrULHtKHdT2FWbBO+LCzHVK2u9bOm0J6hnZLkYfPqHKWlic2d9rLHAPmZKVTkp6sNNpq61o7Or8hPpzArRZmutbLYdsrfwAhGpyV7lAYbb2fslMANRT26pJSfAp7vomx3BM2dATatzl52M7Sb2V6eS+/oNP2K+k3OdgXYXpZj66YDY7rQdYVjdRs6/DGN5LyZbWVGeZGKvherL8uuYQmGUdfcpUZZTszMcbV/3FbJBljNmbnKolK9o9P0j83YNnA9HmNvGlWGdmvE0LZ3PKworqpF+XzPKKGwfUO7LNeYGqTKQbbb8G+xvjibzBSvsvNiGWWxjDiOZvPqHLweocyYsmrW7WTTYT5qqer6iCd7DOozt402pmlGY51HVcZ2Q4dhaJfaCK6BcV6khHOKro/mzgDrirJslWmC4YgFpoJ0DKtxCM92BdhalmPL0AbjvHQrnBRoZ2x9NNvKfFwfnFDmmDZ3BmzrODCCwGe7RpVkTGfnwlzoGYtL5xu6Vs01OjIxS5uNaZoWRjA6T9ma3js6zcDYDDtsHo8kr4etpT5lwcbbHTslcLuiHnuEEO8Flp+9+GtMOGwY2nHd/FaqUYFymJoNcaV/LC45dlaoiyb3BowabbuGNhiORzAkudzrfCPSLr8xYc9uBBfUTg063zNKWMbeWB5NXYWPawMTjE4HHcsxb2jbPx7bzPIiFY6pZRja6SWwsKKWKhxT63jYPS9CGPs6qDK0z3YF8Aij9NIOXo8xkEFVmVN9xwhZqUkxT/iySEv2sr44i2ZFE8eaOwP40pOpyI89og3GWN3i7FRlGfV4ssdgOKYZKV5lxtTZrgDbSu1FtMHImHo9QlnDfWOHn7oKe1lsMNYOUKPjpJRm2Wr8urZJgVEXDIW50Bufrp3ffNy5HP7JWVsTvqLZXmY4pio2Ih0Ym6E7MB1fsLHcx/iMmn6Ty31GmWY810ddRS5d/in6x5zrfOueizf42qLIMbWCp/Ho2u2mY+rG5uO3G3ZK4D4Z9fgosAt4oxtC3Sm0DU8yNj0X18W+ZXWO0W+iQGlbhva2OBZla8FQUcZiKbodNiP8MF9Oo0JZRgzcuI6Hun6TSBNiHHJYC5cKo27e0LYX0QZjYIcqx7SxI0BGipf1xfbjJtvLcvFPBukccR7FtcpFS2Kc8BVNbbmPK/3jSvpNmrsCrIvD0AaorfBxsXdUya7dzV2jbCvLiXnCVzSGslTjmDaZo3TtGtqAsn4TJ9ljr0ewrUzNfi+WoW0NzLGDSsd0dDrItYEJ26U0YIzVLfWlKVlLI31ZcaylG1Zlk+L1KFlLL/eNMTsXjkvXbi017jEVutYacx7PeVGpa62/xVEQWKGutZs9hnld26QgcBHph7JZpgmGrlXlmDZ0BEj2CjbHofNry31MBUNcG3Cu82937DhA75ZSPs98vEhK+R5A/XbkdxCRWvE4brrM1CTWFWepXYTiUNrZacmsKcxU43jEGdEGYyPSnLQkJXI0dho3fyybw92Myn6T5k4/JTlpMY/SjcZayFUYU04MbZXKsrHTz7bS2EfpRqOyzCmeviyL7WU+QmHJeYcbgBqG9mhchpQlRzAkuexwn5VgKMyFntG4DBgw1pzhiVm6HWZMI31ZcaxhoK7fxEn2GIxo8vlu546pE0Mb1DmmkWBSHJFkQFlvZ7x9WWD1m6gpoXVi8M87puoM7Xgc5GIzY6rCEYv0ZcVxPFT2mzR3+cnNsJ89BiI6SUXp6tmuABX56THvCRmNUl3b4WdTSWwbsd6M6pLi2xk7DtAPYnzOFkKIlwohLgkhrgohPuj08xJJc2eA1CQP61fZKx2x2F6Wq6Q5s7krQGFWSlwRbTAyRyo2zjvrwNAWQphyqFkMN5Xk2O7LArX9JlZEOx58GclUFWSoiRZ2x29oW46p03KauVCY892jcTnpMB/Fddo0G29floU1wMFpH1Df6AyD4zPxOx6KlOWVvnFHhnakzMnh/XKhZ5S5sIwrmATq+k3m94eK/3jMhsKOHdNz5nrs1DF1Wsobz4jjaGrLc2kxp9k5lSOeviyL7eWGbnHab9LcFSArNYlqmwMQInIockydGNqWHGocMT81RVlk2ezLArX9Jo0dRitCPEGt9BQv64pUBaPjDyZZjqnTNSwclkZPeJxr2NrCLDJTvMr3vLsdWdYBEkJsEkK8HvAJIV4X9XgnEJ/FPf/ZXuBzwMPAFuAtQogtTj4zkTR1BdhSmhPzLsw3Y/SbzNDrsCnyrLl3Rjw3P8C20pxI5NMJzWbNerxsNwchOImeSilp6oz/5gc1/Saj08YuzPE6QGAYU04X5T6zGTLeRVmVY3qlf5yZuXDccqiK4jrpywJYlZNKUXaq43KrZgeRZFCXMT0biSTHJ8eW1WrKeiKGtgPHI/pz4qXJzB5vLImvvVXVZDynhraq49HcFaAsN528zPgM7VpFJdbx9mVF5CjLZWzG+YS+5q5RtpbaH4Bgsa3Mx5Aix9SJrt1W5uPawDgTDjOmTZ2BuJ1jUNNv4jR7DER0nBOdH5gM0j48GfdaCmoc0/bhScZm5uLWLR6zlFdngAw2Aq8AcoFXRj12Ab/r8Pv3AVellNellLPAd4BXO/zMhBAKS851Obz5FaQap2aNmz/eix3UKG3L0HZy86uInrYNmX1Zjo6H836T+bLE+CLahhw+OkemGHHgmDY76EOKluNijzPHtNmhoQ1qorhO+rLAHCOrYIR9pFw0jlpxSw4VjqllaNsd6WuhqqzH6MtKsTXGPxpV/SZOsscAVfkZZKc6d0ybuwKODG1VjunZOIf8WKjY8NJJX1ZEDgVDh5yWi4Iax1SVoS0ljkp5+8zpok6DjU77TZxmjwG2l+UwOD7rKBhtVUk4vT6uDYwzORu/Y+o0uAbGeTnfM0ow5LzH9HZmWQdISvlTKeW7gFdIKd8V9fgjKeURh99fBnRE/dxpPncDQoj3CCFOCSFODQwMOPxKNYxOBdlVlcc9awvi/owtq3PMXarjTzU6GYBgsVXBouykD8lCRVlPkwI5VNTAqnI8AEflZ81dRo12PM2QFlsVOKZnuwJkpnhZWxifoQ1GOY3TKK6TvqxoOa467Dc52xWgpiiLjBT7pSMW20zH1ImSOtttZLHjNbQtOZxGT5s6/XGXsFg47TdRkT32eARby3IcOR5zpqHtZE1PS3Ze1hOYCtI2NOnoeORmpFCZn+GozMlpXxYYe5qlJXscTeizykWdHA9r+JGTMqdzCgztiEPoQMdZk8bs7usWjRJd6zB7DGqORyTI5zAzF3Y4COFsV8DYm3JV/EOat5fnMjvnvJT3dieWEri/MP/7ViHEZ25+OPz+hbTdLVpUSvkFKeUeKeWeoqIih1+phrzMFL7+7nt42fbVcX9GWrKx8aaTm99JU6aFL915v4llaMdbow2DxDchAAAgAElEQVRQVZBBtsOynuZOPylJzm7+SL+JA6Xd1BWgPM/YNyZerIXUqWNaE8feGdGoyBA2dwXYanOTuptRMTo+3lG6N8vhtN8k3vH50TjNmM4piGiDcX04KeuJ9GU5MKTAeb+JiuyxJceF3vgdU6flohZOHdNzCnQLGMalimCSk/Oiot/EabkoGP0m64uznek4BedlVY6x2bbTNd1JXxbAGrPfxElPpdPsMRiDmzzCuY5zUi4KaoLAzV3G3pQpSfG1ZsD8vaZqa4HblViO0AXz31PA6QUeTugEKqJ+Lge6HX7mHYXTfpPmrgAFmc5ufjCVpYNMgwpDWwjBtlJnZT1NnQG2rI6/Lwvm+00cRYMcDECw8GUkU5nvzDE92+3c0LbKeuK9PlQZ2k6nBo1NB7k+MOHYwHVaxqKiXBScO6ZXB8aZDqoxtCH+4xHpy1J0POJ1TFVkj8F0TB1ET1UY2jBf1tM3OhPX76swtME4r50j8feYNnXFP9UzGqf9Jk7LRS2M3s5RRzrfqaENzvtNnPZlgTE6fmuZsxH21kasTrLHKhzTcwqCWqtyUinMSo17KJWUMtIT7gQrGK1ia4HbmVhK4H5m/vvVhR4Ov/8ksF4IsUYIkQK8GXjE4WfeUWwv9znqN3E6AMFiW6mPjuEp/JPxKSmjKTP+SJBFbXn8/SYhc/pJvBOcorHKaeLpN/FPztI+POmoJjkihwMl1T82Td+oc0PbKuuJd18RVYZ2JIobpwNkKRWnBq7TfpP5jWnVOKbxXh+WHPGM0o3G6jeJ97xE9vBQkJkD4lbazZ1+Uh1mj8G5Y6qiXBSc970oM7SdytEZcNSXZeG036S5y3m5KBj32+D4TNyOqaHzneva7Q4GIajoy7KoLfNxvju+fpPJ2TljE3iH2WNw5piOTgdpdVguCtZm2/GX0LYPTzI6Hf8AhGg5asud97re7sRSAvczIcQjiz2cfLmUcg54P/AoRqbpe1LKc04+807D2u8lHmNqYmaOy31jce32ezPzStu+kavK0AZjU7LZUJiLvfblaBkcZ2I2pGQxrC3LZWx6jrbhSdu/63SUbjTbyuJ3TFWUR1psL/NxIc6myHlDW40cZ7sDcUVxrfIXJcfDQb9JY6ff2DTTQa04OHdMz3YZG9OuKYxvjL9FeoqXjauy495HQ0VfFkT1m8SptBs7nU31tHDsmHYF2FrqrFwUjL4/j4jf8XA6AMEiMgghjj3NjL4sv2PDEpz1m8zOGWP8dyrUtfGcl4ihrUTXGv0m8RjbKvqyLLaX+5iZC3Olz75jeq7byB4rCXo6cExVZW0NOXxc6R+La7NtVVlbMEp5L/aOMjPnfNPv25VYVvpPAJ9c4uEIKeX/Sik3SClrpJQfcfp5dxobSrLi7jc52xUgLKGuQoWhbUSU4ilzcrpnRTSWM9cYh7JUFUmG6Al99uWI7Aat0HiIxzFt7DD7shRk5qyynku99st6VEW0wTi3k7PxRXGbOo2IdkFWqgI54u83aejws2FVtqPSEQsnjunZ7tHI7vRO2VGRS2OHP67oqYq+LIvt5b641lIVUz0tnDimwVCYcw727YomI8XYbDueNUxVRBuMzbbXFmXGlZmzItoqzouTfpOLvaPMhsJKgo1bSnPi7jexdK2K68MaXhBP4EJFX9bNcsTTn+V0qmc0TjKVlhwqqmCsQQjn4rDFmhUMQLCoLTM2277Y8+s7CCGWErhD1gM4CowAw8BR8zmNA1KTvGyKs9/EWricTGGxyM1IoSI/PS45VBr8pb40CrNSaYhjWk9TZ4D0ZC81Rc4i2mBMDUpN8sR1PJo6/awpzMSXnuxYDssxjWdRbujws3FVdlyb1N3Mrsq8yGfaRVVEG5xFcVWVbED8/SZSSho7/EqCFjDvmNqNnlob0251mIWyqKvwMTo9R+uQvYypqr4si1ozY2p3dLzK7DHE75he6h1jZi7Mzko1cuysyKMhDsdUZUQbiHt0fJOiclFw1m9iBeRUOEAZKUnUxDmhT+V5KcxKpTwvPa7JeKr6ssDMmKYlxbemK8oew/wghLh0bbufqoIMJcG1OvPej0fXnu0KsLHE2QAEi+0OS4rvBGI+SkKIlwPXgM8AnwWuCiEedkuwuwmrz8Nuv0ljhzFprFDBTQewozw3rpuuvn2E9cXx7QZ9M0II6ip88UWlzNpoFRFto98kJ66b32rKVIHlmNqNFkopaejwU6dAYQOU56VTkJlCfbu98zIXCnPe4UjfaOKN4gYmnY/0jSZS1mPzvLQOGRHtHYoMbev82r1vL/WNMRUMKTO0483cqurLsog3iqsyewzxO6b17SMAyu7bukpjTzO7jqnK8lkwxur2jk7Tb3OfleaugOOpntHE22/S0BGgMMvo/VPBjorcuBzT+o4RtTq/Ij6d39xpGNpO+7LAyJjG2+uqMnucnuJlXXFWXJm5+o4RZfdscXYaZbnptnWtMQBBna4tyzWm2DqZ0He7Y8dN/CTwPCnlQ1LKB4HnAf/mjlh3F7Xlvrj6TRo7/UoiUha7KvPo8k/RZ0NJSSmp7/BHMgQq2FGey7WBcUanYy8vmguFOdcdUDJ4wKK2PJdzXfb6TQbGZugOTCszpMDoR7LrEFrlWaoWZcMxzaWhY8TW70UGIJQ7Lw2A+KO4kb0iFF0feZnxZUxVRpIBKvMzKMhM4Uy7vfNyxlSuqu7b9cXZZKR4bRtTKvuyIP6JdCqzxzCflbdbflbf4acwK4XyvHQlcsw7yPauD6tc1MkY/2jiHWHf1Ol3PNUzmnj7TRo7jayt02FDFrsq8xiemKXNpmN6pk2trq0rz6XLP8XAWOx9L5G+LIW6dnu5kTG102+iOnsMxiboTZ32HNOewBR9ozPKdC0YgQu7a2n78CSBqaCytdQYyOBshP3tjp1VpV9KeTXq5+tAv2J57kq2l9lXloPjM3SOTFGnKJIMRKLBZ9piV5bXByfwTwbZVaVOjh0VuUgJZ23ceJahrdLx2F7mY2I2RMtg7MpSdeQUjPPSOTJlK3pqLZ47FSrLnZW5XBuw1/dyqtW4lnZX5iuTI54obpNiQ9uQw75j2tDhJz3Zy/piNYa2EIKdlbm2HaD6tpFICYwKvB7BtjL7mVuVfVkAOWnJrC3MtO14qMweA1QXZJCfmcJpG2spYGZt85QZ2htWmY6pzWjy6bYRdlWpWzusDUDtGFPhsBHRVhpMisMxHZ0Ocm1gXFnWFojoSzv3bbd/it7RaXYpytrCfCDGzvGI9GUpDvIFQ5LLvXZ0rdrsMRjnZXDcmOIaK9a9pVTXVhiOaf9Y7Do/omsV3re15T6u9I/HNZDhTsCOA3ROCPG/Qoh3CiF+C/gZcFII8TohxOtcku+uYMOqLDJSvLYcD2vBUpkB2lrqIyXJY2tRtmRWGZWyFtYGG4uyZWioPB7x9Js0dRqDB1T0Q1nsqTach1M2ro+GDj+ZZkpfFXUVxjm2oyxPt41QlJ1KRb4aQxvii+I2dwaoKsjAl+G8L8uirsJ0TG0oqcZOP9vLfCQpimiDoXivD0zYmhR4pn2EXZW5ygxtMCYxnesetTXC/kybutIRi+02x7e6kT0WQrCrMs+WAxSYNCLaqsoSwXBMa8t9tqLJXf4pegLT7FFoSGWmGgMZ7GSAWoYmGJ9xPtI3mqr8DHIzkm3puLOdAaSEWoXX6fpiozfTlq4136vSMd1WZjimdkpXI7pWoUM4P8I+djlUZ48B9lSZurbVnq5N8Rp7B6rCWgPsBC5OtY2Qk5akLLgGxrENhSXne2If6NI/Oh3X9iErgR0tnAb0AQ8CDwEDQD7wSuAVyiW7i0jyethVmccJWzddAI9wvodHNClJHraX+SLlMbFwpt1PTlqSstIRMPpeqgsybC3KJ1uGKcpOpbogQ5kca4sMx9SOHE2dfmqK1PRDWWwtzSEt2WNrUa5v91Nbnqssog1QW+FDCGzVJp9qG2Z3pbqINswrXjuOWGOHX1lttMXeNYayPNkS23mZnTMmfO1QNADBwgo+xHpehsZnaB2aVGpIgTnC3sakwM6RSboD0+xboy47CIbS7g5Mx+yYXulXnz0G2FOdx/XBCYbGYysvsgI+qh3Cuoo8zveMMh2MLYp7qnUYUBtJBvvlRda6qzLC7/EI9lTlc9KOrrWCjQrl8HqMkuIzbTZ0bZuftGQPm1er0/kZKUlsWJVNg42AwcnWYXLSkthYos7gL89LJzcj2ZaubVScPQZj+FF2WpKtYGN9u58tpc73qYpma6mPJI+g3pZjOsyuqjwlw4Ys4smYvvVLx3n/t88ok8FNYnaApJTvWuLx224KeTewtzqfi72jMZcXNZqjdDNS1BnaALsqc2nuCsQcxa1vH6GuUu1NB9ZY3dgX5RMtw+yrzldqaHs9gt1VeRxvGY7p/VJKmhROGrNI9nrYUZ7L6bbY5JgOhrjQM6o0kgxGedG6oqyYo8n9o9N0DE+xp1qtIWV3l+qOYdPQrlZraG8tzSE92cuJlqGY3n+p19jgV2WWEoz9PLweEXM0uV5x/09EDlNZxpq5PWHeV3sVnxfr807EeN82Kx6AYGFlUGLNAjW0+xFCvRw7K43yonPdsUVxT7eNkJHiZZNCAxeM63RwfJaeQGyO6YmWYXzpyWwoVivHvjV5tAxOxOwgN3b4qS7IIDdDTT+Uxa5KY5+VWDciPdM+Qm1ZrrJ+KIs6myPsj7cMs6c6X2lwTQjDMY31ngXjvlUdTPJ4rMxtbHLMhcI0dwWU69q0ZC9bSnNizgAFJoNc7htXmrUFKPGlUZydGnNGfWBshqv940omEycCO1Pg1ggh/q8Q4keqNkLVzLNvTT5SEtONJ6U0mzLVX2S7KvPMSPXyF/zYdJBLfWNKa5ItdphTg3pjUJZuRZIB7l1bwMXeMYZjGKvbMWw0k7pxXvZU53GuezSmWtxz3QHmwtIVOepsTC+yomiqI8nWQAYrUr0cR68bDsq9awuUypHs9bC7KvbM7XwkWe15yUhJYlNJdswO0Jn2EZLM0iiVWJMCY43iuhFJBsMxzUpN4ui12BzTU22GHNUFzvepimZbmY8Uryd2B6hjxIxAqyvTBCKbd8YauDjVOsLOylylZZowf92ftHHf7luTrzy4tm+NsQ7Emrlt7AgoD1oA7KzKIyxj24dnOhjiXHeAnQp7bS12VOQSmArGNJBhcHyG6wMTLunafFqHJukJTC373v7RadqHJ5WvpWAELi73jROYXD4YbU3TdEvXNnX6YxrCZK39u6vUn5cdFbkxZ8SOm8HA/Yp1rVvYWeF+ArQC/w+FG6FqDHZW5pLsFTFlG1qHJvFPBl3xsq2ymFjK4Bo7jNpo1ZFkmO/lqY/BqLMUqupIMhiLMhBTlP/wtUEADtQUKpdjT1U+c2EZkxFjRfjrXHBM6ypzGZ6IrUn0VOsIqUkeZXvNRHOgppDLfeMxRXGPXR8iPzNFaW20hZ3MbX37CPmZ6iZ8RbOrMo+G9tiV5ZbSHNKS1ZVsgOGY7qiIfSDDCRciyWCUFO+tzuPY9eXvWSklh68OcaCmULmhnZbsZXu5LybjQfXY+miKc9Io9aXFtJaOz8xxsXfUFUNqW5mP7LQkjlxd/rx0+6doG5pUHrSA+cxtLI5YT8AYPOCGob2rIvbS1XPdAYIh6Y6uLY99IMMpV3Wtca5juW8tXXtwnXpdu7vasoGWPx7WudtZof681FXkMjEb4kr/8iXFp9qGSTLLKlVzsKaA9uFJOmLQ+UevDZGVmsRWBRvCJgI7DtC0lPIzUsqnbtocVaOAtGQv28t8nIzBAXruygAA+2vUK4dVOcYM+lhu/jPtIwjhjqG9vcxHZoqX564OLvveEy3DZLsQSTbkyCU92cux6zGcl6uDrMpJpaZIbSQZ5p3MWDKE9R1+ynLTKc5Ws2dFNNZCH4sjdrptmB0VuUo2ZbuZ+0zFt1yUX0rJ8evD3ONCJBlg75q8mDK3UkqeuzLI/rUFSss0LXZVGcryct/SynIuFKaxI+CKIQVG5O/6wATd/qWjuIPjM1wbmHDFkALDmLo2sHyZU9vQJF3+KQ6ucydiuacqj+bOwLL9N21Dk4xMBpVOkopmZ2VejMGTEcIS5aU0YJQU719bwHNXB5fNIFuRZCsApZJkr4ddVbkxBRufvWLoHzd0rS8jmZqizJiGH1m9Qm7ctxtLssnNSI5J1x5vGSYt2aN08IDFltU5+NKTOXZt+fNy+OoQuRnJbFHYD2VRV2H0zp6KQdc2dPgpMLdEUI21FsRSBneqdcRw7FPUBrVg3sk8HMP1cez6EHur85Rnj93CjpSfFkJ8WAixXwixy3q4JtldyL41BTR1BpYtczp0eYDK/AylDf/R7KzMpT6WRdncADVHcckGGAMZDqwr5NDlgWWV5YmWYfa6EEm25NgTQzQ5HJYcuTrIwXWFrhi4voz/n707D4+qOh84/n0nGyEJhJANQgiEhLDvu8guiFpxh7pVbavV1qW16q+2ttqqrdVabV1atVbrioqCIjuyyU7YISGEkJB93/fMnN8fdwZCmKzMTBJyPs+ThyRzM/cwd+6c857znnM8GBzi22xvstmi2HUq3+HzbmwGhxiTRJv7MKysMXMso8QpDSmAYX17GJX2yabLkVZYSXpRpVMaMGAEhB5uwp5m0mnis0rJKa1m5uAgp5TD1jBqruMiPsuxG6A2NDPG+P9tTcht8jhbT7IzUmngXIN1dzMdF7ZGnzN6ksFI/6wxW5rdXNHWo+2s+2XCgF6kFVZyppk0p33JhZgEp70/pkcHkl5U2ewI8q5TxvyfoaHO6UmeNKB3i0ZutyTkEuzn5fD5UDbj+vfiQAtSivefKSQ8wJsgP8dN+LdxMwmXRwexNSGv2dW79iYXMDa8l1M6tUwmYdLAAHY1k21hjNrmMW1Qb6d0anX3NEYwmlt0SCmjzh8f4dhFfmwG9O5OoK8X25vp5Ks1WziUVuSUUVuAqGBfgv28mg2Qc0qrOJVb7rS61hla8y4eCfwU+Avn0t9eckahuqpJA3tRZ1EcaGLTuuo6MztO5TNzcJBTbjowKu2M4qomK8uaOguxKYUOn99R38zBQaQVVpKUV97oMc7uSYZz84CaWs0pLquEworasyMTzjA+IoD9KYVNVlIHU4vIL69hzpBgp5TB3c3EzMFBfBef22w56izKaYGYrTd5ezO9ybYRImek0oCxe/jIsJ7NptPYAoIZTgqA+gcYlWVzI5W2Xm9n3bfRwb6E9ujG1pNNB0B7Thc6rScZjN5kPy/3s/O/GrM9MY++PbsxMNDxo7Zw7nVuruNiY1wO4QHeDl22vj7b58GGuOwmj4tNKSQmtIfD5yHZ2ALN5hpTO5PynTZqC+dGbpsafTFbjFHbGU6uawvKa0hoYkl/s0WxN9lYTdNZZg4OIq+smrisxhfKKK2q5XhGydnVL51hamRvUvIrmhxBTsorJ7O4ymmdFmBcl0NpRU3uNReXWUpGcRVzhzqnrhURZscEsflETpPlOJZRQlWtxWl1rYgwPSqQnafym6zzbZ1NzqprnaE1AdD1QKRSaqZSarb1a46zCtYVjY8IQKTp1YtikwupqDE7rScZYN7QEADWHstq9JidSfmUVtUxZ0iI08ph+z9uOdF4Y8rZPclw7oZu6rpsd3JPMhi9wyVVdcQ3sczwxrhs3EzCrMHO+VAG4/2RV1bd5ORdW0DgrFQrMF7rjOIqkpsI1J05/8fGGLktajLNaUtCLkNC/Qjt6fi0RDAqqblDgtkcn9Pkbuprj2YxJNSPfr2cM3osIswcHMS2k3nUNVFp70nOd1pPMljnAQ0MaHLk1mxR7EzKZ5qTRm0Bevt6ERno0+RnR2WNme2JecwdEuK0ckT09iEq2JeN8Y0HQDV1Fg6cKXTaKBRAZKAPoT26NTkPyDZC5MyGlG3ktqk0uENpRRRX1jq1rp0zJBiRpuva2JRC8spqmDvUeXXtjGij3trSxMhtbIqRHjnZBXVtU/ftDltd64S5tjYTIgKoqrU0uQfgRmtnwmwndTYCzB0aQmlVXZMdbLZpE868b6dFBZJfXtNk22NnUj5+Xu5OSUt0ltbUPoeAzrG2XSfV09uDIaE9mqwst5zMxcNNnDrMGB7QneF9e7D6aGajx6w5momPpxuXRzvvQyg8oDuRQT5N9iY7MyfZZlS/nnT3dGvyQ3l7Yj5Rwb6E9HBOAxeM0QOT0OR1+S4+h4kDejl0w8+GZsUE4WYSvovPafSYVUcyGdff3+FLx9Y3vZneZKUUu5LymRLp2OXRG5o0sBe1ZtVo+ll5tVGBObMhBXDlyFBKq+saTU/MKa1ib0oBV44IdWo5ZsYEUVpV1+ickxIX9CSDMX8kKbecnBL784COZ5RQ5ORRWzAaSN+fzGs03Wp7Yh7VdZazHU/OMndoMLuTCiitsl+OrQm5lNeYmT3Eee9TEeGyqEC2n2o83Wq3k1ZtrM82ctvU4jZbTuRiEpz6/gju0Y3x/Xux+mjjAdDqo5l4upuc2tAO7tGNYX16NNnZuOe0MdHeWemRAEOs85Gaqmu/T8wjzN+bCCdNAQDjmnu4CauPNF7XbozPYXS4v1Pm2tpcHh2Ip5uJ7+Iar2u/PZLJsD49CHZi28M2R3LHqcZHbncl5TNxYECnmf8DrQuAQoB4EVlbbxnsFc4qWFc1KyaI3acLGq20t5zIZUJEAD4O3GjTniuHh7L/TJHdZajNFsW6Y9nMHhLs8JWkGpoRHcSupHy7vet1ZgurjmQybVCg03qSwZg0O2FAQKPpNNV1ZvacLnB6QyrIz4vLogJZcTDDbtpXWmEF8VmlTm9I+Xf3ZHxELzY08qEcn1VCfFYp140Nc2o5Inp3J8zfm+2NzAM6Y93/x9lLck4a2BtvDze+OWS/stx5Kp9as3Ja+pvNtEG98fNyZ00jjan1x7NRCqcHQJdFBeJmkkZ7k1cfycSicHpAODXSulBGI/etLXCe5qQFEGwWjelLjdnCmkY6LjbGZ+Pr5e7UUWwwRm7rLIqtCfbvl+UH0+nV3YPLo517XaZH96aoorbR3eV3njImuDtr3o3NrJhg9p8panR1qy0JuYwO96eXj/M6ccC4H+MyS0jJvzDVWynF2qNZzIgOdOjm2vbMGBxEbEqh3QDZYlGsPJzJxAEBDt97sD6TSZg80Khr7dVxZoti56l8pjtx1BaMObezYoL5+lCG3ZU1c0uNDIh5TgxKAXy83Jk6qDcbG+lsTM4r52BqEdeN7evUcvTp6c2gIJ9GOxtzSqpIyi3vNMtf27Sm1fgHjDS454GXgT1AlDMK1ZXdPL4fZovii/1pFzyWXVJFfFbp2YnGzrRwpNFIsjc0vze5gPzyGhaO6OP0csyMCaKq1mJ3VGzryVyyS6q5ZUK408sxa3AQCdlldvdHOnCmiMpaM9NcMPlv0ZgwzhRU2N0heqM1IHHW/J/65g0NJi6zhHQ7udorDmbgZhKuGunc94fRm9ybnUn5diuprw6kA86bd2Pj6+XOVSP78M2hDCpqLtzUcOvJXLw93JyWo23j5e7G3KHBrD+ebTf9bM3RLAYG+hAT4tyGZU9vD8aE+ze6EMLSvalEBfs6Zf+w+ob17UGgrxfLre+DhnacymNwiK9Te3DBWNFyYKAPKw5mXPCYxaLYGJfDjMHO7cQBYz8g/+4eZ1N36iurrmNDXDZXj+rj8I02G7JtE2CvMVVRU8faY1nMiA5y2vwfmxvH90MEPo+9sK4tLK/hcFoRM5wcDAIsGG7UtfY6Lg6nFZNRXMWVrqhrBwdRZw0wGtp1Op8zBRUsnuiCujYmmNSCSrsj6kfTiympqnN6pwUYHRc5pdVnRyTr2xSfg1Iwx0nzf+qbOzSY03nlnMq9cJ7Y14cyEIEfjHZuAARGx9bupAJq6i6sW2x1rSvapo7U4k8665LXxcDVwHvAXOBfzilW1xUZ5MukgQF8tjf1gh4Q2/C0s3tOAaKC/YgK9rWbbrXmaBZe7iZmueDNPmVgbzzdTWy2MzT/6Z5UAn09nTYJsb4bx/eju6cb/92efMFjS/em4u3hxhQXBEALhofg5W7iazuNqQ1x2UQG+hAZ5Lz5Lja2fPTvGjSmLBbF1wczmB4VSKCv41csamjOkBCKK2svaDxU15n5cNcZZscEEeHgDS7tWTIpnLLqOr49fP79opRiS0Iu0wb1xsvduaOlAFeO6ENhRe0FcxuKKmrYeSqfK0eEOrXn1Gbm4CAOpxdfsHBIQnYp+88UsWRiuNPL4WYSbp/Sn00ncklq0HhIzitnx6l8p85htBERrh3dl51J+WQ3GNk/mlFMTmk1c11QDnc3E7Njgtl0IueCDoP1x7OoqrVw3RjnjtqCsdXCiLAefLYv9YJyLNufTklVHT+aFuH0coT5ezMjOojP7ZRjW2KeMUrpgjouPKA7I8N62k2DW300C3eTcIWTR/XBmPjv4+nGZjsdF0v3ptKjm7vTR4/BCDx6dHPnXTt17ad7z+DpZnJ6tgXA3CEh+Hi62e242BCXTd+e3Vwy38XWodmw40IpxfKD6UwaEECfno5fhtteOSprzXx96PzXo85s4X87U5gSGcBgJ3euOVqzAZCIDBaR34tIHPAakAqIdRGEfzq9hF3QkonhJOdXnNeIqTVbeHtbEgN6d3d6aoDNwhGh7DldcF4jxmJRrDmaxYzBQU5PwwMjV3t2TBCfx6aSV68cOaVVbIzP4cbx/ZzeYwlGr/ZN4/vx9cEMckvPleNUbhkrDqZz59QIpywH3pBfNw/mDQ1h5eGM83r5iytq2Z1U4JJgEGBQkC8DA31Ye+z8D+X9ZwpJL6p0+pC8zRXDQhgU5MOrGxPOm1Ow8lAmeWXV3DN9oEvKMSGiF5FBPizdm3re71cfzSIlv4IFLmg4gBF4eHu4XdBxsf54NnUWxUIXlcPWq/3W1qTzfr90byoebsL1Tk6PtLltcgSebibe2w7tnQYAACAASURBVJF83u9f25SIu0m457IBLinHojF9UQq+adB4WHcsG5M4dyJ1fXOHBlNYUXvBiPqKgxmE+Xs7ddGS+h6YFUVSbjkrD597PSwWxX+3n2Z0v54uK8eSieFkFledN8/UbFG8tfUUfXp2c8oGqPZcOSKUg6lFZBafG1FXSrHmaCZTB/V26pxOG093E/OGhbD8QPp5qe9FFTWsPprF9WPDnJ7yDsYy1D+c1J81R7POyzBILajg831pLJkUTm8XdK55e7qxYEQoq45mnrewTHl1Hd8n5jFnaLBLOpP69TLafGuPZZ/XKX4so4Sk3HKnp5rbzBwcxLA+PfjndyfPa3usO55NelEl91zmmrrWkVrScozHGO35gVJqujXoaXqjmhYSkZtF5JiIWERkgiOe81KwcEQf/Lq5n9eY+mBnCidzynjyqqEuuenA+FC2KPhkz5mzv9sYn0NWSZXLGlIAjy0YQmWNmZfWnjj7u2Wx6ZgtisUuSH+zuWvaAGrMFj7anXL2d699l4iXuxs/nRHpsnJcO6YveWU15+0P8PQ3xzAr5bIPQ4Cbxvfj+8S880Y9lh9Mp5uHiSuGueb94WYSHpobTUJ22dkeVKUU724/TXSwr0t6CsHo5V8yMZx9KYUkWnfurqwx89y3cQwJ9ePGcf1cUg5vTzdmDwli9ZGssx0GtWYLS/emEubv7dTFQuqLCfXj5vH9eHf76bOpG9V1Zr7cn8b8YaEuacCAMW/u2jF9+XxfGsUVxtyG5LxyvjqQzm2TI5w6cbi+yCBfRvXreV5vcmJOKe98n8TcoSEEOHmeic2smGACfb145ptjZ+dV5pVVs+1kHovG9HV62pnNlcNDiQnx49WNJ8+Ovmw5mUtSbjn3TB/osjpu7tAQevt4snTPubr2s32pHE0v4TdXDXXK3nL22OrTj3adq2u3J+aTnF/hklRzm1/Pj6HOovjz6rizv1t+IJ2aOguLJ/Z3WTnunDYAgP/tTD77uzc2J2IS4f5Zg1xWjkVjwiitqmNT/LkA+dlv46isNXODiz7TAW6eEE5sSiFf7j+XzrviYDoebuKytpiI8Mi8aFLyK1he73Ps3e9P0z+gu1NXKXSWlgRANwJZwCYReVtE5gKO+lQ4CtwAbHXQ810SvD3dWDSmL6uOZLIvuYC8smr+viGBy6MDuWKY695kw/r0YP6wEP62PoGVhzM4nFbEI58eYEion0uGwm2ign25+7IBLN2XyuG0Ik7llvHxnhQmDQhwSbqXTWSQL3OGBPPhrhTKquvOG/1xRbqXzayYIPy7e/CHFUc5kVXKioPpfHUgnYfnRjO8r2sauAD3zohkTLg/v/nyMBlFlSyLTeOzfUYD19kTduu7ZlTf80aBtifmcyyjxKUNKYAbxvXD3SS8ujGRkqpa/rXlFOlFlTx97XCXNaQA7psxiPKaOu7+715Kq2p5Ytlh9qUU8vDcaJe+Ho8tGEI3dzf++M1xYwR7axKFFbXc4oJ5BPXdfdkAKmvNfLg7BaXU2dGfn810XacFwHVjwjiSXsxfVsdTWWPmoU8O0t3TneeuH+GyMvh6ufPSzaOIzyrlr2tOUFBew8OfHsBscW3nickkPDwv+uwoUK3Zwn+2nSakh5dLG/ye7iZuGBfGhrhsdpzKo7iilhfXnmDSgAB+MMp15YgM8uXa0X15bVMiy2LTiMss4f6PYokM8uGa0a4rR3hAd+6bEcmKgxnsTS4gOa+c/+1KYWRYT4b1dd3yxmH+3lw5PJRPdp+huKL2vNEfV6R72Vw2qDdBfl78aeVxjqYXs/ZYFp/sOcPPZg5y2SglGJ2vkwcG8PsVR0nJN+4ZI8U72KkrrTZ0xbCQ80aBYlMK2JdSyF3TBri0jnMUaW4H4rMHivgA1wE/BOYA7wNfKaXWXXQhRDYDv1ZK7Wvu2AkTJqh9+5o9rNM7lVvGLf/aSX55DYG+XhRV1LDmkcuJCnZtjmVVrZk7/rObg6lF+Hq54+PlzrL7pzl1uWd7Sqtqmf3SFixKUVhRg5e7iX/dPp5ZMa5JHbHZnpjHbe/sRgR8PN0xWxTbnpjt0gAIjP2P7v9oP2VVdbiZhJhQP5beO8XlS1Cm5Jdz1avb8PFyJ6e0mqmRvXnt1rEu6+G3WXEwnYc/PYhfN3dKq+oI8PFk+xNz8PZ0fspGfc99e5y3t53Gz8udarOF+cNCeO3WcS4tA8B38dn89H+xBPp6kl1SzS/nDebhedEuL8c725J49ts4An29yCurZtLAAD756RSXV5Y/fGsXO5Py8fF0o7LWzF3TBvL7HwxzaRlq6iw8880xPtp9hmA/L3JKq3nnzgnMc2Gnls3TXx/jvR3JBPl5UVxZy3PXjeBmF46mg5HytvDVbaQUlGO2KGrNiscWxPDz2a5dWym1oIIb3txBbmk1gb5eFJRX882D013amQTGCOk97+1lV1IB/t4eeLiZ+OL+qU7bs6sxFTV1zP3bFqpqzRRX1uLuZuKfPxx7Nq3VVWJTCrjxzZ0AxudpnYUtj89yaQAEcCi1iJ99GEtBudHu6N+7O1/ef5nTFy1pKKOokitf2YqXhxu5pdVMiOjFG7eNc9kots26Y1nc+0EsPbq5U1JVh5+XOzt+M8dpmydfLBGJVUrZzTBrcQDU4AkDgJuBxY7YDLW5AEhE7gXuBejfv//4lJQUe4ddcipq6vh0Tyrv70xm0ZgwfnXF4HYpR3FFLYvf2klOaTVf/GyqS0dd6vvmUAZ/Wnmcmyf04+7LBro86LDZdjKX2JRCTuWWMz2qt0tTA+rLKanigY/2k5BdyrcPXU54gGsrSpsvYtN47ItD/PTySB5fENMu+wCYLYrfrziK2aKICjZG6trrfXo0vZg3t5ziUGoRS++bSpi/aytsmy9i0/j154e4Y0oEf1w03KWjPza1Zgs/fGvX2dSVWTFB7VKOwvIaVh7O4FRuOXll1Tx97fB2+/z4bF8qv1t+lCUTw/njIteN/tRXVWvm+jd2UFJZy79uH8/Ifq5t7NvsTsrn/Z3JRPT2YUioH9eM6tsuPclVtWY+35fKu9uTmT88hN8sHOryMoCxGt8P39pFSn45n/9sGjEumu/b0LpjWfx2+VFuGBfGj6cPdPpKiY3ZcSqPfcmFJOaUMXFAL+6YOqBdypFXVs2DHx/gSHoxK35xGYPaqW5ZeTiDBz85wJ1TIvjt1cNcHoSBkWL+zDfHqaipIyrYl9kxwUR34MUPHB4AtfLkGwB7XQe/VUqtsB6zGT0C1KFV1ZqprrW4ZDKm1nIWi6Ki1uzSlDN7SqpqXbIIhNY6OaVVBPl6tUvQoTWutKoWXy/3dr0uVbVmRHDJ6oRay1XXmamsMbs0tUlrnlKKsuq6dh/p0HVt6zQVADm91aSUmufsc2jO183DzSUrwGitYzJJuwc/gP5A7qDaq+dWa1p7N6IA/XneQXm5u+mgtAMSkQ5x3+q61nHav+XUSrGxsXki0pFy4AIB+9vjap2Zvq6XLn1tL1362l669LW9dOlre2nqCNe10U3FnJ4C1xQRuR74JxAEFAEHlVIL2q1AbSAi+xobXtM6L31dL1362l669LW9dOlre+nS1/bS1NGva7uOACmlvgK+as8yaJqmaZqmaZrWdbh+CQlN0zRN0zRN07R2ogOgi/dWexdAcwp9XS9d+tpeuvS1vXTpa3vp0tf20tShr2u7zgHSNE3TNE3TNE1zJT0CpGmapmmapmlal6EDIE3TNE3TNE3TugwdALWAiFwpIidEJFFE/s/O4yIi/7A+flhExrVHObXWa8G1nSUixSJy0Pr1+/Yop9Y6IvKuiOSIyNFGHtf3bCfVgmur79lOSETCRWSTiMSJyDERedjOMfq+7YRaeG31fdsJiUg3EdkjIoes1/YZO8d0yPu2022E6moi4ga8DlwBpAF7ReRrpdTxeoctBKKtX5OBN63/ah1YC68twDal1DUuL6B2Md4DXgP+18jj+p7tvN6j6WsL+p7tjOqAR5VS+0XED4gVkfW6rr0ktOTagr5vO6NqYI5SqkxEPIDvRWS1UmpXvWM65H2rR4CaNwlIVEolKaVqgE+BRQ2OWQT8Txl2Af4i0sfVBdVarSXXVuuElFJbgYImDtH3bCfVgmurdUJKqUyl1H7r96VAHBDW4DB933ZCLby2WidkvRfLrD96WL8arq7WIe9bHQA1LwxIrfdzGhfeuC05Rut4WnrdplqHd1eLyHDXFE1zMn3PXtr0PduJicgAYCywu8FD+r7t5Jq4tqDv205JRNxE5CCQA6xXSnWK+1anwDVP7PyuYXTbkmO0jqcl120/EGEd3r0KWI4xjKt1bvqevXTpe7YTExFfYBnwiFKqpOHDdv5E37edRDPXVt+3nZRSygyMERF/4CsRGaGUqj9Hs0Pet3oEqHlpQHi9n/sBGW04Rut4mr1uSqkS2/CuUmoV4CEiga4rouYk+p69ROl7tvOyziFYBnyklPrSziH6vu2kmru2+r7t/JRSRcBm4MoGD3XI+1YHQM3bC0SLyEAR8QSWAF83OOZr4E7rShdTgGKlVKarC6q1WrPXVkRCRUSs30/CuGfyXV5SzdH0PXuJ0vds52S9Zv8B4pRSLzdymL5vO6GWXFt933ZOIhJkHflBRLyBeUB8g8M65H2rU+CaoZSqE5FfAGsBN+BdpdQxEfmZ9fF/AauAq4BEoAK4u73Kq7VcC6/tTcD9IlIHVAJLlFLtPnSrNU1EPgFmAYEikgb8AWNypr5nO7kWXFt9z3ZOlwF3AEes8wkAngT6g75vO7mWXFt933ZOfYD3ravqmoDPlFIrO0MbWfT7S9M0TdM0TdO0rkKnwGmapmmapmma1mXoAEjTNE3TNE3TtC5DB0CapmmapmmapnUZOgDSNE3TNE3TNK3L0AGQpmmapmmapmldhg6ANE3TtA5HRHqLyEHrV5aIpFu/LxORN9q7fJqmaVrnpZfB1jRN0zo0EXkaKFNKvdTeZdE0TdM6Pz0CpGmapnUaIjJLRFZav39aRN4XkXUikiwiN4jIX0XkiIisEREP63HjRWSLiMSKyFoR6dO+/wtN0zStPekASNM0TevMBgFXA4uAD4FNSqmRGLvJX20Ngv4J3KSUGg+8CzzXXoXVNE3T2p97exdA0zRN0y7CaqVUrYgcAdyANdbfHwEGADHACGC9iGA9JrMdyqlpmqZ1EDoA0jRN0zqzagCllEVEatW5ia0WjDpOgGNKqantVUBN0zStY9EpcJqmadql7AQQJCJTAUTEQ0SGt3OZNE3TtHakAyBN0zTtkqWUqgFuAl4QkUPAQWBa+5ZK0zRNa096GWxN0zRN0zRN07oMPQKkaZqmaZqmaVqXoQMgTdM0TdM0TdO6DB0AaZqmaZqmaZrWZegASNM0TdM0TdO0LkMHQJqmaZqmaZqmdRk6ANI0TdM0TdM0rcvQAZCmaZqmaZqmaV2GDoA0TdM0TdM0TesydACkaZqmaZqmaVqXoQMgTdM0TdM0TdO6DB0AaZqmaZqmaZrWZegASNM0TdM0TdO0LkMHQJqmaZqmaZqmdRk6ANI0TdM0TdM0rcvQAZCmaZqmaZqmaV2GDoA0TdNaSURuE5F17V2OjkJEnhSRd5p4/C4R+d6VZap37qdF5MMmHm/xtbyY/4eIhIjIVhEpFZG/teU5OhoR+ZeIPNXe5dA0TWst9/YugKZpWkckItOBvwLDATMQBzyilNqrlPoI+Kg9y9eRKKWet30vIgOA04CHUqquvcpkj72yufBa3gvkAT2UUsoF53M6pdTP2rsMmqZpbaEDIE3TtAZEpAewErgf+AzwBC4HqtuzXFqnFgEcbyz4ERH3jhYwapqmXap0CpymadqFBgMopT5RSpmVUpVKqXVKqcNwYSqUiCgR+ZmInBSRQhF5XUSk3uP3iEic9bG1IhJh76Qi8r6IPGr9Psz6vA9Yf44SkQIx9BKRlSKSa33OlSLSz3rcEhHZ1+B5fykiX1u/9xKRl0TkjIhkW9OYvBspT4qIjLd+f7u1PMOsP/9ERJZbv6+fZrbV+m+RiJSJyNR6z/eStbynRWRhYy++iCSLyGMiclhEykXkP9YUstXWFLINItLLeuwsEUmz8/fz7Dz1BWVr5Fo+JCJJIpInIi+KiN26UkSGiMh663U5ISK3NHLce8CPgMet551nfc2+EJEPRaQEuEtEelr/r5kiki4iz4qIm/U53KyvX561bD+3ltXd3v+5YeqfiEwRkR0iUiQih0RkVr3HNovIn0Rku/X1XScigfUen17vb1NF5C7b/0tEnq133DUictB63A4RGVXvsSes/6dS62s1195rpWma5go6ANI0TbtQAmC2BiQLbY3tZlwDTARGA7cACwBE5DrgSeAGIAjYBnzSyHNsAWZZv58JJFn/BZgBbLOOIJiA/2KMKvQHKoHXrMd9DcSISHS9570V+Nj6/QsYAd4YIAoIA37fgvLMsFOeLXb+Zob1X3+llK9Saqf158nACSAQI7XwPyLngkQ7bgSusJb1B8BqjNcxEOP//1ATf9uYxsrW0PXABGAcsAi4p+EBIuIDrMd4XYOBHwJviMjwhscqpe7CSLP7q/W8G6wPLQK+APytj78P1GFcl7HAfOAn1mN/ivEeG2st200t/U+LSBjwLfAsEAD8GlgmIkH1DrsVuNv6f/G0HoOI9Md47f+J8f4dAxy0c45xwLvAfUBv4N/A19aAOwb4BTBRKeWHcW8kt7T8mqZpjqYDIE3TtAaUUiXAdEABbwO5IvK1iIQ08Wd/UUoVKaXOAJswGopgNAj/rJSKs6Y4PQ+MEfujQFuAy60jDjMwAoXLrI/NtD6OUipfKbVMKVWhlCoFnrM+jlKqAliB0SDHGggNwWiMCkZD+pdKqQLr3z4PLGnk/7SFcwHP5cCf6/18tjwtlKKUelspZcZo6PcBmno9/6mUylZKpWMEjbuVUgeUUtXAVxiBgLO8YH19zgCvYH0tG7gGSFZK/VcpVaeU2g8soxWBCbBTKbVcKWUBegALMeaZlSulcoC/c+7a3AK8opRKVUoVYFyLlrodWKWUWqWUsiil1gP7gKvqHfNfpVSCUqoSI+3T9v69DdhgHQ2ttb73LgiAMN5X/1ZK7baOmr6PkTI6BWMOnRcwTEQ8lFLJSqlTrSi/pmmaQ+kASNM0zQ5rwHKXUqofMALoi9EYbkxWve8rAF/r9xHAq9a0oCKgABCMkZeG5zwFlGE0Pi/HmIeUYe1BPxtwiEh3Efm3NUWtBCO1y9+WLoUxKmFrtN8KLLcGRkFAdyC2XnnWWH9vjy0gCwXcgKXAZWIsJtATOyMBTTj7+ljLAudeI3uy631faefnpv72YqXW+z4F49o3FAFMtr2O1tfyNiC0jeeJADyAzHrP92+MERmsZWhYrpaKAG5uUNbpGEGoTWPv33CgJcFKBPBog3OEA32VUonAI8DTQI6IfCoi9l5TTdM0l9ABkKZpWjOUUvHAexiBUGulAvcppfzrfXkrpXY0cvwWjFEET+voxxbgTqAX5wKOR4EYYLJSqgfnUrtsKWXrgEARGYMRCNnS3/Iwgofh9crSUyllN5iwNlwrMNLNtlpHjLIwVjT73jpyccGfNfuKOFY5RlAHGHNlaDyga2nZwut93x/IsHNMKrClwXX1VUrd38JzNCxPKsaISWC95+uhlLKl1GXaKVd9570OnB+IpQIfNCirj1LqLy0oYyowqIXHPdfgHN2VUp8AKKU+VkpNxwiUFEYqpqZpWrvQAZCmaVoD1sntj8q5hQXCMQKJXW14un8Bv7HNDbFOdL+5ieO3YMyXsE3Y3ww8iBFwmK2/88MIZIpEJAD4Q/0nsKbafQG8iDHnY7319xaMlL6/i0iwtTxhIrKgBeWxpbttbvBzQ7mABYhs4jkdKQHoJiJXi4gH8DuMdKuLKdtjYiw0EQ48jDHy1dBKYLCI3CEiHtaviSIytC3/CaVUJkbg+jcR6SEiJhEZJCK2lMPPgIdEpJ91Ttr/NXiKg8ASazkazhH6EPiBiCywLqbQTYzFI/q1oGgfAfNE5BYRcReR3tbAuqG3gZ+JyGQx+FiviZ+IxIjIHBHxAqow3rtmO8+haZrmEjoA0jRNu1ApxqT93SJSjhH4HMUYeWkVpdRXGL3dn1rT1Y5izPVozBaMAMcWAH2P0bO/td4xrwDeGCM6uzDS2Br6GJgHfN5geeUngERgl7U8GzBGk1panoY/n8ea3vYcsN2aCjWliee+aEqpYuAB4B0gHWMkJK2RY1tathVALEZQ8S3wHzvPVYqxSMESjBGiLIzr3Fjw1RJ3YixAcBwoxAhibWlqbwNrgUPAfuDLBn/7FMZITSHwDOdG/VBKpWIsuPAkRhCYCjxGC9oA1nlQV2G89wswXpPRdo7bhzEP6DVrGRKBu6wPewF/wXi/ZmGk9T3Z3Lk1TdOcRS6R/dg0TdM07aKJiAKirel/HZZ04A1nNU3TOjo9AqRpmqZpmqZpWpehAyBN0zRN0zRN07qMdk+Bs04y/R/GijUW4C2l1KvtWihN0zRN0zRN0y5JHSEA6gP0UUrtFxE/jImn1ymljrdrwTRN0zRN0zRNu+S4t3cBrEt/Zlq/LxWROIwNAu0GQIGBgWrAgAGuK6CmaZqmaZqmaZ1KbGxsnlLK7r5w7R4A1Wdd1WYssLvB7+/F2HiP/v37s2/fPpeXra1q6izsSy6gsKKWWrOF+cND6O7ZoV72S57Folh3PIvqOgv+3T0Z29+fHt082rtYWgd2Jr+CkzmlFFXUEhXsy+hw//YuUpeTWlDBrqR8enh7EObvzYiwnu1dJK0DqzVb2JtcQGF5LTVmM1cMC8XXS9e1rqSUYv3xbCprzfT09mBseC96dtd1rdZ+RCSlscc6zKeDiPgCy4BHlFIl9R9TSr0FvAUwYcKETrNut8WiuPeDfWw+kXv2d1Mje/PfuyfSzcOtHUvWdSil+O3yo3yy58zZ30UG+vD1g9N15ajZtf9MIbf8ayd1FuOjxs0kvH7rOK4cEdrOJes6ErJLWfLWLgrKa87+7k+LhnPH1AHtVyitw1JK8YuP97P2WPbZ342POMP/7pmEj/6cdwmlFM98c5z3diSf/V2/Xt58+9Dl9PTWQZDW8XSIVeCsu3cvAz5SSjXc3K3T+vfWJDafyOWxBTGsfWQGf71xFLtO53PvB7FU1+lNsJ3N9oH8yZ4z3D9rEBt+NZNXl4whOb+c3311hPae/6Z1PEUVNTz48QH6+HfjywemseFXMxjdrycPfrKfTfE57V28LiEpt4zb3tmNu0n46oFprHxwOjMHB/GnlXEcTS9u7+JpHdB7O5JZeyybh+ZGs/aRGbyyeAwHU4v48ft7qazRda2zKaX4y5p43tuRzD2XDWTDr2by5m3jyCqu4vEvDum6VuuQ2j0AEhHB2GU7Tin1cnuXx1H2JRfw0roTXD2qDw/MGkRMqB+3TAznhRtGsTUhlye/POrU8+eWVvPHb47z2OeHOJVb5tRztYYry/XOttO8tyOZn0wfyOMLYogK9mXRmDAemTeY5Qcz+GxfqlPPr3UuSil+/flhckqreP3WcYzr34uoYD/+e/ckYkL9uO/DWOIyS5p/oos4/4bj2dz7v318sDOZWrPFaedqDVeWq6y6jjv+sweLRfHxTycztn8vRoT15O+LxxDg48kvPt5PaVWt086vdT6H04p4flUc84YG88t50cSE+nHd2DBevmU0u08X8OvPDzn1/AXlNTy/Ko5ffXaQhOxSp56rNVxZrg93pfDvLUncPqU/T10zlKhgXxaO7MMTVw5h7bFs3q83KqRpHUVHWAVuOrANOIKxDDbAk0qpVfaOnzBhguroc4DMFsXslzYjAisfnI5fg/kmL6yJ583Np/jqgWmM7d/LoedWSvHad4m8ueUU1XUWPN1M1JgtLJ4Yzu+vGdZuqXdKKd7YfIrXNyVSXWfBy91EdZ2FWyaE84cfOL5cOaVVzH5xM1MH9ebtOydgxNkGs0Vx57u7iU0pZOvjswn26+bQc2ud0/ID6Tyy9CC/v2YY90wfeN5j+WXVzH15CyP69uSDH0867/3kCIk5ZfzfssPsSynEr5s7pVV1RPTuznPXjWR6dKBDz9UaSbllPP7FheX606IRzBhsd17pRXlxbTyvbzrFsvunMT7i/M/GPacL+OHbu7hjSgRPXzvc4efWOh+lFPP/vpXy6jpWPXw5/t09z3v8HxtP8vL6BD756RSmDurt8HO/tTWJf36XSEVNHd4eblTWmrlxXD/+uGgE3p7tl+b+9tYkXt148oJyPX3tcIenBBZV1DDzxc2MCOvBB/dMxmQ699molOIn7+9j28k8Nj02izB/b4eeW9OaIyKxSqkJ9h5r9xEgpdT3SilRSo1SSo2xftkNfjqLrSdzOVNQwRNXDrkg+AH4+ewoAn29ePbbOIcPDX+wK4W/rU9gRnQQG341k21PzOb2yf35ePcZ3tx8yqHnao3VR7N4ce0JLosKZP0vZ7D18dncMSWCT/ac4U8rHb/i+d/Xn6S6zsKTVw29oLHqZhKeuXYEVbUWvtyf7vBza53Th7tSiAzy4e7LBlzwWG9fLx6aE833iXnnzelzhLLqOn76v30k5ZXz3PUj2P/UFfz3rom4mYT7P4olt7TaoedrKbNF8dCnBziZU8az150rl4ebifs+iCUxx7EjuBlFlbyz7TSLxvS9IPgBmDQwgEWj+7IsNo2KmjqHnlvrnHafLuBkThmPzo+5IPgBuHdGJGH+3jy36jgWi2Pr2s9j0/jz6ngmDwxg3S9n8P0Tc7jnsoF8HpvGKxsSHHqu1vguPpvnVsUxcUAv1j5ilOvH0weybH8aT61wfObJPzYmUlpVy1PXDDsv+AEQEZ5ZNJxai4XPdcaF1sG0OAASke4i8pSIvG39OVpErnFe0TqvpXtS6e3jybyhIXYf9/Vy59fzBxObUsjqo1kO7SapuAAAIABJREFUO++xjGKeXRnH7Jgg3rx9HAMDfQj09eKZRSNYNKYvb245RXJeucPO11Jl1XX88ZvjDOvTgzdvG0dkkC+Bvl48fe1w7psRyUe7z7DqSKbDznciq5Sle89wx9QIIoN87R4TFezLxAG9+Gxvqs5P1kjMKWVfSiFLJoY3Orpz+5QIBgb68NyqOOocmAb2++VHSckv583bxnHb5Ag83EzMHhLM23dOoKrWzJ9XxznsXK3x0e4UjqaX8Ox1I7h9yrlyffSTyXh7uvGLj/dTVeu4+RUvrj0BwONXDmn0mMUTwymtrmPVEcd9bmqd19K9qfh1c+eqkX3sPt7Nw43Hr4zhaHoJXx1wXGdXYk4pf1hxjKmRvXnrzglEBfvRy8eT310zjMUTwvnP96fbJR2uqtbMH74+xqAgH/59xwSiQ4xy/fbqYTw4J5ov96ezLDbNYec7nVfOB7uSWTwxnCGhPewe069Xd6ZHBfL5vjTMDg5CNe1itGYE6L9ANTDV+nMa8KzDS9TJ5ZVVsyEumxvGheHp3vjLe/OEcIaE+vHn1XHU1F18Y6q8uo4HPzmAf3cPXrp59AWNuN9eNRQvNxO///qYyxv8/9h4kqySKp69fgTubue/Jo/Oj2F0uD9PLDtMakGFQ873/Ko4fL3ceXhudJPHLZ7Yn6S8cvYmFzrkvFrn9dm+NNxNwg3j+jV6jKe7if9bOITEnDI+3euY3sxlsWl8eSCdh+ZGMzny/BSdQUG+3Dsjki/3p7M7Kd8h52up3NJqXlx7gulRgVwz6vzGZUiPbrx08yjis0p5fpVjgrPDaUV8dSCdH08f2GSazKSBAQwM9OEzB73+WudVXFHLqiOZLBrTt8l0sx+M6svofj15ce0JhyyIUFVr5hcfH8Db041XlozBrcGoxxMLh+DbzZ3fLT/q8rr2jc2nSC2o5E/Xjbig/fHgnCgmDQzgqRVHSXLQ/NsXVsfj6Wbil1cMbvK4xRPDSS+qZHtinkPOq2mO0JoAaJBS6q9ALYBSqhJwbCL8JeDL/WnUWRSLJ4Y3eZybSXhi4RBSCyr56sDF98i8uvEkp/PKeWXJGHr7el3weHCPbvxq/mC2JuSyxoGjTs1JyC7lP9+fZsnEcMbZme/k6W7in0vGgoLfLr/44fn9ZwrZkpDLA7Oj7KZE1HfVyFD8vNz5dO+ZJo/TLm01dRaWxaYxb2gIgXbunfrmDwthQkQvXt+UeNEdF/ll1Tz99TEmDQzgwTn2g/VfzI4mzN+bp1YcdeioU3P+vDqOqlozzywabndEbM6QEH48fSD/25nikODsHxtP4t/dg/tnDWryOBFh8cRw9iQXdKjFXTTXW3Eoneo6C0sm9m/yOJNJ+M1VQ8kqqWKpAz7r39iUSHxWKX+7eTQhPS6cPxrg48kTVw5hz+kCh446NSc5r5x/bT7FojF9mTbownmD7m4mXl0yxujIWXbxq6AezyhhzbEsfnJ5ZLPzaK8YFkKv7h4s1R0XWgfSmgCoRkS8AQUgIoMwRoQ0K6UUn+5NZUKEsXpUc2YNDmJkWE/e2Hzqoho3qQUVvLc9mRvH9bP7wWdzx5QIY2h8a1Kbz9Va/9l2Gi93U5NpLf17d+fhedFsTchlS8LFza94/btE/Lt7cMeUiGaP7e7pzrVj+rLqSCbFlXplqa5qY1w2+eU1LJ7UdKcFGA3wB+dGk1lcxZf7L67j4pUNJ6moNfP89SMv6EW28fZ04zdXDSEhu8zhc48ak1VcxfID6fxo6gAGNZJCCvDr+TGE9ujGc6viLmp+xfGMEjbE5XDPZQPtzpls6IZxYbibRI8CdWFKKT7Zk8rwvj1atEHulMjeTBoQwL+3Jl1Ux0VmcSVvbUvimlF9mD0kuNHjFk8IZ1ifHvx7S5LLRoFs++/89qqhjR7Tp6c3j86PYU9ywXl7JrXF65sT8fVy557LBjZ7rJe7GzeM68e641nkl+lmo9YxtCYA+gOwBggXkY+AjcDjTilVJ7X/TBFJueXc0szoj42I8Is5UaTkV/DtRcyB+cuaeNxMwq/nxzR5nLubiVsnR3AwtYgTWc7PTy6rruObwxlcM6oPAT5Nj8bcMTWC/gHdef7buDbnCR/LKGZjvNGQaulKN4snhlNVa2Hl4Yw2nVPr/D6PTaNPz27MiG7ZqmYzogMZ1a8nb25pe8dFYk4pH+85w22T+xMV3HiQAbBgeCiBvl4OS7trzrL9aViUMeepKd6ebjy2IIbDacV8fajt94+tIfWjFm5yGuzXjTlDglm2X88p6KqOZ5YQl1nSbKZFfT+fE3XRHRcvrU3AYoEnmujQA2PU6bYp/TmRXcqhNOfvXVVVa+arA+ksGBFKsJ1Rqfp+ODGcqGBf/nIR6fencstYdSSTO6ZG0LN7yzY5XTwxnFqzYvlBXddqHUOLAyCl1HrgBuAu4BNgglJqs3OK1TltjMvG3SSt2jH+iqEhxIT48dp3iW3qRY1NKeTbw5ncOyOS0J7NL+d8/dgwPNzEJUPR3x7OoKLG3KJKysvdjf9bOIQT2aVt3p/njU2n8PNy50fTBrT4b0aG9aR/QHe+i9ObXHZFlTVmvk/MY+GIPo2OwjQkIvxittFxsfJw2zou/rwqnu4ebs3OUwPwcDNx4/gwNp3IIaekqk3naymLRbF0bypTIgMYEOjT7PHXjw1jRFgP/romvk0LIiTmGA2pO1vRkAK4ZnRf8spqOJxW1Opzap2f7fO6scUP7LF1XLQ14+JoejFfHkjj7ssGEB7QvdnjfzC6L908TC6pa9cey6K4spbFE5qva93dTPz2qqEk51fw4a6UNp3vjU2n8HI38ePpzY/+2AwO8WNwiC/fxV/cyJOmOUqzAZCIjLN9ARFAJpAB9Lf+TrPafCKXcRG96NGCNA4bk0l4YPYgTuaUsfZY6+bmKKV49tvjBPt5cd/MyBb9TYCPJ/OHhfLlgTSq65y7Q/bSvalEBfvanftjz8IRoUyI6MXf1iVQVt26ZW4Tc0pZddTaI+Xd8tdfRJgVE8SOU/kOXdFK6xx2JeVTU2dhVkzr9rSZZ+u42JTY6lGI7Yl5bIzP4edzouzO17Nn8YRwzBbFFxeZdtecXafzOVNQ0ey8ChuTSfjtVcPIKK7iP9+fbvX53tiU2OqGFMDlUYGYBJelBWody+aEXEb169nsnL36RISfz47iTEFFq0cslVI8920c/t4ePDA7qkV/06ObB1eP7Ms3hzKcvmz70r2p9OvlzbQW7nU0KyaI6VGB/OO7kxRXtC79O7WgguUH0/nhpP6tev2N8waz93Qh5a2s3zXNGVoyAvQ369frwG7gLeBt6/f/cF7ROpeckiqOZ5Ywsw2bA14zqi+Dgnz42/qEVvVMrTycyYEzRfx6fgzdPVu+udniieEUVdSy/rjzemJOZpey/0wRiyc0vqxwQyLCb68eSl5ZNf/e0ro9i15am0B3D7dWN6QAZg4OorLWzL4uuhpcXll1lw3+tiTk0s3DxKSBAa36O5NJeGhuNIk5ZSxvxURns0Xx7LdxhPl7c1crRiojg3yZNCDA6cu2f2ZdVrg1o9hTB/Vm3tAQ3tx8irxW5PcnZJey/GA6t0+OaHEgaNPLx5PR4f4XPWews7JYFBlFle1djHZRXFHLgTOFbaprrxgawtA+PXhlw8lWpX9tjMthZ1I+j8wb3KoOtsUTwymrruPbNo4Ut8SZ/Ap2nMrnlgnhF+zD0xgR4cmrhlJcWcs/vzvZqvO9vD4Bd5Nw34ymFyyxZ+bgIGrMFnaecu2qlh1Fflm1Q1Yi1Byj2QBIKTVbKTUbSAHGKaUmKKXGA2OBRGcXsLOwVcSt7UkGY0W4xxbEkJhTxpctbExV1Zp5YU08Q0L9uHF840v32jM9KpAwf2+nDs0v3ZuKh5tw/biwVv3d2P69uHZ0X97elkRmccsq+IOpRaw5lsVPZ0S2uiEFRgPO083E5hNdKw3ObFG8tfUU0/7yHfNe3sKOLrhE6eYTOUyN7E03j9bv2r5wRCgjw3ry8vqEFo+mLtufRlxmCU8sHNLqcy6eGE5yfgW7Txe0uqwtUVxRy6qjWVw/NqzVZfvNVUOoqjXz9/Ut3wDyxbUn8PF05+ct7FFvaNbgYA6lFVFQXtOmv++sknLLuOXfO5n2l+948qsjlFZ1rQVctiXmYlFtq2tNJuHxK2M4U1DR4tU/a80Wnl8dR2SQD7dObtnIqM3EAb2IDPRxal372b5UTAI3tbIdMKxvD24e34/3dyaTkt+y/QHjMktYfjCduy4b0KKU+4YmDOhFd083Nid0rbrWYlH8d/tppr+wiTl/29xlO246mtYsgjBEKXXE9oNS6igwxvFF6py2JOQS5OfFsD72NwNrzoLhoYwO9+eV9Qkt6o1/f0cyaYWV/O7qYS2eu2BjMgk3jgvj+8Q8p+wyb7Eovj6UwZwhwa0eIgd4/MoYLOrcxohNUUrxwup4evt48pPLW5YG2FB3T3cmDQzoUh9KheU13PSvHTy/Kp7LowLxcDNx6zu7+dPK4+1dNJdJzisnOb+CWTGNr+bUFFtjKr2oko92Nd+Yqqip46W1JxgT7s8PRrV87oLNVSP74OPpxgonTSJeeyyLmjoLN49v+cRym0FBvtw+JYJP9pzhZAs2gIxNKWD98WzunRFJr2YWSGnMzJgglIJtJ7vOfftFbBoLX91GQnYpN4wN49M9Z7jylW0cy3D+RPuOYsuJXHp6ezC6n3+b/n7W4CAmDQzgHxtPtigV65M9Z0jKLefJhUPxcGtNk8kYablpQj/2pRSSVuiYfe7qU0qx4lA606OD6NvE/lmNeXR+DO4mEy+siW/R8S+uPYGflzv3z2z96A8Yc32nDQpk84ncLrMBeXFlLUve3sUz3xxn4sAAfLzc+dG7e/jd8otfily7OK25m+NE5B0RmSUiM0XkbaB9tijvYOrMFradzGPm4KAWp3s1JCI8cWUMGcVVzU5MzCmp4rVNicyOCWJ6dOPLXjflyhF9UMpYuMHRDqUVkVNazcIRrW/kgbFz9D2XDeTL/ensP9N0Wtq2k3nsTMrnF3Oi8G3hym/2zIoJ4mROGeldJK3k1Y0nOZxWzKtLxvDOjyaw6qHLWTLR2MH8+5NdYyTIFvC2JZXGZnpUINMG9ea1TYnNzlt7Y9MpckqreeqaoW36nPD2dGNWTDDrj2df1LLTjVl3PIswf29GhLWtE+ehudH4eLnzx5XHm6zYjU6LEwT6enFPG1JWbUaF9STAx5MtXWQeUE5JFb9bfoTR4f5s+NVMXl48hs9/No0as4Unv3L9ppvtQSnFloRcpkcHXrCpdksZde0Q8spqeLeZeWsF5TW8suEkUyN7M3do2zpKbPWgM1LO47NKSS2oZGErUlbrC+nRjftmRrLqSFazaWl7ThfwXXwOP5s1qNk99poyMyaItMJKkvJaNurU2b2xOZG9yQX89aZRvH/3RFY+OJ0fTY3gw11n2KAXX2pXrfkEuRs4BjwMPAIct/6uyzuUVkRxZW2bhuTrmzYokBmDg/j7+gQSc+z3otaZLTz4yQHqzIrfXTOszeca2sePfr28WeeED+V1x43V8Ga3sWcd4IHZgwjz9+ahTw40OkmzqKKG3y4/Qr9e3q1OTWjI1gjuCmlwZ/Ir+Gh3CosnhrNoTBgigrenG88sGk6YvzcvrInvEo2pzSdyGNC7e4tWO2uMrTFVUF7D71c03gjdkZjHG5sTuWFcGOMjWjffqL75w0PIK6vmQKpjVz8rr65j68k85g8PaXMnToCPJ48viGHbyTze3tb4XmMf7kphT3IBD8+NavFy9faYTMLl0YFsSch1SkDY0fzju5PUmRUv3jTq7FLH4yN68dj8GA6lFl30vi6dwfHMEnJKq5l1EZ0WYLxu84eF8PrmRI5nlNg9xmJRPLL0IGXVdfz+B8PafF8MDPQhOtiXdU64PuuOZSNCm4MzgHtnRDKgd3ceWXqg0T16Sqtq+b8vDxPSw4u7p7W90wI4e+26wgImWcVVvLc9mevHhHGLdT50Nw83nrpmGJGBPry4Nl4v5d+OWrMMdpVS6u9KqeutX39XSjl3TdZOYsuJXEwCl0dd3IcywAs3jqSbhxv3fhBrN7f77xsS2H26gOeuH9HkJoXNEREWDA/l+5N5rV5xrTlrj2UxJbJ3q5a1bahHNw9eu3Us2SVVPPr5oQsalmaL4uFPD5JVXMU/fjgWL/fWz+GoLyrYlzB/7y7xofz3DQmYRC5YgtnL3Y1fXjGYI+nFrD7auhUJO5uqWjM7k/LbnP5W3+hwfx6eG82X+9Ptjt7mlFTx0KcHGRjow58Wjbioc82KCcbdJKxr5YqRzdmakEtNnYX5w9rWk2xz+5QIFo4I5YU1J9iXfOFcpdiUAv648jizY4K4bXLzmxU3Z1ZMEPnlNRy9xFPAkvPK+XRPKj+c1J+I3ucH7DeMC2NQkA8vrTtxURtqdwaOGLW1ee76kfT09uC+D/dRVHHhPLI3NieyNSGXP/xgGEPbmNpuM394CHuSCyh08Hy1tceyGNe/F8F+rZ+PY9Pd053XbxtHYUUtjyw9eEGD3GJRPPrZIVLyK3hl8Vi8PS+urg0P6M6gIJ8u0dn46saTWJTil1cMPu/37m4mHp0fQ0J26xbR0RyrxQGQiJwWkaSGX84sXGfxfWIeo8P9L6rBb9Onpzev3TqOlPwKHv3s0Nn5QGaL4sNdKby+6RRLJoZzw7jWTXi0Z/6wEGrMFoemkCTmlJGUW86C4SEX/Vxj+/fiNwuHsiEum+dXxZ1dPaXObOHFtSfYkpDL09cOb/Ey200RMXqTd53Kv6R7ZGyTWO++bCAhdjbMu35sGNHBvry09tJuTO0/U0hVrYXL25hC2tDDc6OZHRPEM98cZ3u9xSRSCyq4/6P9lFXX8ubt4y9qxAOgp7cHUwf1Zu2xLIeO0q07nk2v7h5MHHBx95KI8MJNo+jXy5tffHyAA/VSWFMLKrj/w/309ffmlcVjW7xiVVOmWzudtide2qtKvbw+AQ83Ew/OuXDBCHc3U6sX0emstifmMSTUr9nNPlsiyM+LN28fT1ZxFQ9/evDsUtUWi+Kzfam8vD6BRWP6cuuki8suAGOOr9mi2BjvuEZ/akEFxzNLHFLXDu/bk2euHc62k3k8882xs3OjzBbFqxtPsu54Nr9ZOISpLVxmuzmXRwexN7mgzRuxdgZJuWV8ti+V2yZH2N03qi2L6GiO1ZraeEK977sBNwNtz+W4RFTU1HE4rZifzmjbBHx7pg7qzZNXDeVPK48z6bkNXDO6L/uSC0jILmPSwACevna4Q84zYUAAAT6erD2WxdVtmJRtj20voysusifZ5u7LBnAiq5S3t53m60MZXDk8lLXHsskqqWLxhHCHVE42UyJ78+neVOIySxgR1tNhz9uRvL4pEd8mJrG6mYRfL4jhvg9i+fZIJovGtG4Vv85id1IBJoGJrVz+ujEmk/DK4rEsev17bntnN2PC/RkS6seX+9MRgRdvHs3gED+HnGv+8FCeWn6UxJwyoh3wnLVmCxvjspk/PLTN8yrq69HNgzduG8eP3t3D9W/sYMHwEMwWxXfxOXTzcOP9eyY5pLMIjEZsVLAvu0/nc/+stk3M7uhO55Xz9aEMHpg1qNGG/4LhoYzu15N/fneSm8b1c0hw2dHU1FmITSls8R5VLTGufy+euXYET351hMnPbeSa0X04mFpMXGYJY8L9ef76kW1OfatvZFhP+vTsxrpjWa1era0xtjlFFztqa7NkYjjxmSW8vzOFVUcyuXpkHzbE5ZBeVMm1o/u2aYuJxkyJ7M17O5I5nFbEhAGXZjPyzc3GZrGNrXJpsq7+e+e7e/hqfzpLHNiW0VqmNSlw+fW+0pVSrwBznFi2TmF/ShF1FsVkBzWkbH48fSBL753C7CHBfLEvjTqz4o3bxrH03iltWrLXHjeTMG9oMJvicxzWE7PueDajw/3btESmPbYe5c/um0q/Xt35364UhvTx41+3j+f5GxxTOdlMjjSu4a6kS7M3uaSqlnXHs7lxXL8mG6BXDA0hzN+bL/dfur3Ju0/nM6xvj1ZtWtycnt09WPHz6Tx1zTDKquv4bF8qN4wLY/Njs/h/9u47Pur6fuD4651BQiAJZJAQCAQCSdh7OQBRpuLera3W1mprnXV0++tP/bmtq47aaqvWvVCRpSzZe4ZAIIEkkE0Sstfn98dd8AwZd7m7JHd5Px+Pe+Tuvutz35Hv97Pen4vHxLhsO3OGW0p8HR04uTmbjhRSUlnL3BGueZACS4nyqvvO4+4LEvjuUD67Mou5dUY8S++a7nRzosamDApja/pJr62x/HSHJRP90xbGjRIRbjw7jozCCra1EjjGU+3JKqKypp6pg117r71+ygA+vm0as0dE8cn2LMqqannu2rF8cttZTtfYNhAR5gyPYs2hPJeNA7N0XzaJUcFO9WG0JSL8zyUj+eRXZxEf2ZN/bzjK4MgevHT9eJ65eoxL77UN4665K6R/R6uormPxnhMsHB1DZHDzkXDPHRpBfGQPr6+57azsvrpFZLzNRx8sNUKuKdL0YJvSCvD1EbeUYkwZHM6UweE8fkUd3Xx93FKqN2d4NB9szWTDkQKn21VnF1eyK6OI++Ymuih135s8KIyPbp1GZU29022Qm9M3tDsDwoLYlFbY5pDandmSPZYwx5eOa7lWx8dHuHRcDC+vOkzeqaoW/4F7osqaOnYcK+LHU53vg9JYaJA/N58ziJ+dHee2czUqJJCxsb1Ytj+H22cNbX2BVizdl013f1+XNQds0DPAjzsvGMptM+PxEVxSu9SUKYPDeWfTMfafKGF0G0Mjd1bGGD7bkcXZ8RFNNlm1NWd4NN399/LpjiwmeWGp+sYjloflyYNc0wzL1oSBYUwYGMajl43C39fH4aEl7DFnRDT/3nCUNYfynC5sKCyrZkt6YZvH0GrJ+AG9ee+WqW6914b16EZiVDAbjxS45Td0tOXJOZRV17V6rxURLhvXj6eWHSTzZDn9e5/ZVE65jyN3pKdtXv8HjAeudkeiPMnGIwWMjAlxKgRzawL9fd3WpOGcoREEdfN1Safq5fst63BFm+SmNEQrc6cpg8LYnFbolVGlPt2RRVx4EGP6t96879Kx/ag38MUu94w505F2ZRRRVVvv8lpbW+4+V+eMiGJ3ZjHHnQzbXl9vWL4/h+kJES6rWW6sm5+P2zI/AFMHeW/N7fZjRRwrLOeSsa3XIPYI8GPOiCi+2n3CK/tWbDxSQEJUT8LaOG6UPQL9fd2S+QFLIV5od3+XRIP7JjmHeuO65m+Ntcu9dnAY246epMYLa24/25FF39BAu+4xDc3M3TW+m2qeI3elm40x51lfs40xtwBdawjuRipr6tiVUcyUwa4vkWovgf6+zEiIdMnYIsv25zA4sgdD+nhuxeCUweEUV9RwILv1wRw9yYniCjamFXDpuH52NWUYGhXMiJgQPt/pfVXzm9IKEfm+GYYnaihBdnZskT1ZxWSXVLq0+Vt76xMSyKCIHmw64n3NaT7fmUWAnw/z7Bzn5dJx/SiuqPG6CFs1dZb+P1PcUPvTXvx9fTg/qQ/fHMhxurnm0n05xIQGtnnMrs5gyqBwyqvr2JPlXREcC0qrWHMwj4vHxthVcB0bFsTEgb35bEdWlxh+ojNxJAP0kZ3fdRnbj52kus69JcntYe6IaHJPVbEzs+1jixSX17DhcIHbSqTay5TTbZO9qzR50c7jGGOp2bHXZeP6sSuzmMN5pW5MWfvblFZAUnSIU4P5dbT4yJ7ER/Zg2X7nam6X7svG10eYleR8OPCONHVwGJvTC70qgmNNXT1f7DrO7OFRBNvZV+3cIRGE9+jGZ15WcLE3q5jy6jqmenBhI1hqbovKa9jcRIh4e5VX17L2UB5zRkS7tF9Oe2voc+ttBRdf7TlBbb3hslaav9m6dFw/DuWWsv9E02NSKfdoNQMkIkkicgUQKiKX27xuxBINzikiMk9EUkQkVUQedHZ97akhkpSnRzE57/TYIm0vTV6ZkkttvWGOm5q/tZfYsCD69erudf+UP92RxbgBvRzqMLtwTAw+gleNU9AQScrTCy3A0qdg45HCZgcKtsey/TlMGRTm0ZlBsJQmn6qsJdmLHiDWHMzjZHmNQw9Sfr4+LBwTw4rkXIor2n5edDYNneU9udYWYHpCJAF+Pk7da9cczKeqtv50MBRPFdHz+wiO3uTTHVkkRQeTFG1/7dyFo/ri7yt86sWBhzoje2qAEoGLgF7AQpvXeOAXzmxcRHyBl4D5wHDgOhEZ7sw621NDJKnQ7q6LJNURQoMsY4ssc2JskaX7sukTHMBYL+iEPMVamuwt1dGpuaUcyD7FJQ5GIosKCWRafDhf7TnhppS1P3dFkuoI348t0raHqcN5paTmlnp087cGp0uTvSiq1Fe7T9AryJ/pDganuWRsDNW1ltDm3mLTkQLiI3t4fECWoG5+nDvU0uS8rfeXZfuyCe3u7/GZQfC+CI5ZRRXsOFbk8PARvXt0Y0ZCJIv3nPCa5w5P0GoGyBjzuTHmJuAiY8xNNq87jDHrndz+ZCDVGHPEGFMNvAdc4uQ620VDJClPbpNsa87wKI7kl7WpuVNlTR2rD+Yxe3iUV4w/MXVQOIVl1RzK9Y6mX6fHi2jDg+68EdEcySsjNdc7+kS5M5JUexvdL5SokIA2lyY3LDfbw0uSwSaCo5cEQqipq+ebA7mcnxSFv4MBJMb070V0SKDLwqR3tLp6w9b0kx7d19bWnBFRZBVVsO+447WVp8+LYX3cGlikvUwZHE5pVa3XNP1qCCZlb589W3NHRHO8uJK9Wd6xLzyBPU3g7re+vV5Enm/8cnL7/YAMm8+Z1u8ap+EWEdkqIlvz8vKc3KRrVNXW8/NzB3lF6Sl8P3Dp0jY8TH13KJ/y6jqv2Rfft032joeppfuyGd0/lJihDnT4AAAgAElEQVRe3R1e1pnzojPalFbo9khS7cXHR5gzPJrVB/OorHF8bBFnzovOaMogS82tN0Rw3JxWSHFFTZuaFPv4CLOHR7H6oOvGnOlI+4+XcKqq1iuarQJcMCwKH2nbOF4N54W33GsbIjh6S5PzZftyGNqnJ4PaMDbT+dbzwtl+ncp+9hQhJFv/bgW2NfFyRlPVBWfcvYwxrxljJhpjJkZGOjdWjauEdvfnvrlJXlENDRAdahlb5Kvdjjd3Wrz3BMGBfh7fQbXBgLAgokMC2egFzWlySirZmVHU5htmdGggY2J7uSRMekerqatnW3qh19TagqXUsKKmjpUHHIv6lVVUwc6MIo/vR2BryuBwisprOOgFtZXL9mUT6O/D9KFtu9/NHRFNZU09aw91jgJDZzT0EfGW+0tYj25MHhTGV21o7rR4zwmnzovO5nQERy/oB3SyrJrN6YVtvtc2nBeuCJOu7GNPE7gvrH//3dTLye1nArE2n/sDGgy9g1wyNob9J0o4mGP/A0R5dS1L92Zz4ai+dPPz/Cp5sIyBMGVwGJuOFHh8e9xlDc3fnHjQnTM8il2ZxZwodm7MmY62N6uYsuq60zV83mDq4DAigwMcjvrVEN784jGOtVXvzBpqCDYe9uyHKWMMy/bnMH1oZJvHYpkyOIzgQL/T178n23ikgLjwoFYHgvUkl4ztx5G8MoeaO1XX1vPl7hPMHRHt9jF62tOUQWFsSvP8CI7fHMilzslAUHOGR5OSc4r0/DIXpkw1x54mcF+IyKLmXk5ufwswVEQGiUg34FrA2XWqNrpodAy+PuJQ1K/l+y0jHjva6a+zmzo4nPzSag7nefY/omX7shkU0YMhfXq2eR0NA9uu8PCHqYYO8t5UA+Tn68PFY2JYeSCPonL7hmUzxvDp9iwmDuzNgHDvGXn8dARHD6+53ZNVzIniyjb12WtwesyZZOfHnOlIdfWGzWmFXlP702DByL508/XhUwfutatSLJH9LnUgKqAnmDrYOyI4LtuXTd/QQEb1a32g8eY09MfUZnDtw54i+6eAp1t4tZkxpha4HViKpandB8aYfc6sU7VdZHAA5wyJ4POdx+1uR+/IiMeexBvGAyqusI7NNCLKqfEihvQJZnBkD4/vB+QtkaQau2xcP6rr6lm8x76b5v4TJRzKLfW6BymwRnBM8+wIjsv25eDrI5zv5NhMc0dEc7K8hi3pJ12UsvZ3ILuEkspar6q1BUvk1VlJfVi067jdGdTPdmYR3qMb5w6JcHPq2pc3RHCsqK5jzaE85gx37l4bGxbEiJgQbQbXTuxpAre64QVsAE4ChcAG63dOMcYsNsYkGGPijTGPOLs+5ZzLxvUjq6iCLXYM1JZfWsWaQ/lcMrafV0R/szUowvKg7MmdM1c1jM3kgsFp5wyPZuORAqfGnOlI3hZJytaImBCG9Olpd83tZzuy8PcVLhzV180pa39TB4VTUFZNqgdHcFy6L5vJcWH0djJQx/SESLr5+Xh0aXLD/19vqrVtcOm4fuSXVrHOjiabJZU1rEjOZeGYGK+I/mbLGyI4rjmUR2VNvVO1tg3mDI9m27GT5J2qckHKVEvsvpJE5ELgMPA88CKQKiLz3ZUw1THmjIgiqJsvn+1svSvWV7tPUOfgiMeeQkSsbZPd1w/oSF4p//ourU2hx+2xbF8OkcEBjIt1fmymuSOiqK03fJvi+pIpYwwrU3J5f8sxtw3e6G2RpGyJCJeN68fm9EIyCstbnLeu3rBo13FmJvZx+gG7M2ooTXZXAJPq2noW7znBJ9szqa51fdOyI3mlHMotPd3s1Bk9AvyYPjSCZfvaPuZMSwrLqnlzXRpb3Thm2qa0AmLDuntNpEJb5yVFEhLox+d2FFws2ZNNdW29V95rwf0RHI8WlPHGujRSst0TIGWpC8dmmjsyCmNghRvG8TLGsPZQHu9uPmZ3k2lv5ufAvE8D5xljUgFEJB74CvjaHQlTHSOomx9zR0Tz1e7j/Pmi4c12tjTG8PH2TIb1DSExOridU9k+pgwO58vdJzhaUE5cG8JaNmdvVjEPf7X/9Jg0vouFqyf25+4LEujjoo6+lTV1rErJ5ZJxrqmdG9O/F32CLWPOXDauvwtSaLHt6En+b3EyW49amun8ZdE+Fo6O4c8LhxMc6LoBhr0tklRjF4+J4cmlKXy6I4s7zh/a7HzrUvPJKany2gephgiOm44UcMPUgS5bb3294flvD/HWhqMUlFkeHJ775hD3zklk4ei+TjV7sdUwZtdsF4U5njM8mhXJuew7XsJIJ/om2KqoruMfa4/w2pojlFbVAjC0T0/unZPYpvFPmlNv7f9z/jDviVRoK8DPlwtHx/D5ziz+WlVLz4DmH8c+2p7J4IgejO7vmmPY2UwZHM6H2zI5mHuKpOgQl603JfsU//vlfr5LzQdABC4f15/fzk2gb6hrMtW1dfV8k5zL+Ul9HB6zqymJUcEMCAti2b5srps8wAUptNidWcSji5NPP3f8ZdE+LhrVl78sHEFokOvutZ7EkaOV25D5sToCOBZ7VXmE66cMoKSylv9sSG92ntUH89idWcz1U1x3gXY2U93QDyi3pJKfvbmFw3ll3Dc3kaV3TeeGqQP5aFsmV726gZJK19SArD+cT1l1ncvCHDeMLbIqpW1jzjRlS3ohV7+6gWOF5Txy2Ug++/XZXD6+P5/syOKeD3a5tDRw45FCr4skZSs2LIgZCZG8sS6t2XPIGMPz3xyiT3AAs5zsX9JZnY7g6OJ+QC+vPszfVhxibGwv3rxpEv+6cSLd/X25490dvLk+3WXbWbovm5H9QujnohqP84f1sYwt4qIw9sYYfvPudp5ZfpCzh4Tzxe3n8PgVo/D1EW7/73a22tF02l6Hcks5WV7jlbW2Da6fPIDy6jr+uTat2Xk2Hilgc1oh100e4LKMdmczxQ3jARWUVnHTG5tJPlHCPbMTWHrXdH5+ziC+2H2cK1/e4LIaEGfG7GqKiDBneBTrUgs45aLngV0ZRVz58gYO5ZTy0MLhfHH7OVw7KZYvdh/nN+/tcGkEvm8P5DgUSbgjOZIB2icii0XkRhH5KfAFsEVELheRy92UPtUBJsWFMSMhkr+vOtxkk6T6esMTS1KIDevONRNjm1iDdxjSpycRPbuxLtU1GaDq2np+9c52TlXW8vbNU/j1eUNIjA7moYtH8M7Pp5J5soIHPtrtkge3ZftyCA7w46x413WYbRhz5rtD+U6vK7+0itv/u53Y3t1Zce8MfjRlIGNje/HoZaP4w4JhLN+fw8urD7sg1ZYSuk1pBV5b+9Pgt3MSOVlew+trjjQ5fWVKLluPnuSO84cS6O89YXQbmzo4nLxTVS7rB7TmYB5PLUvhkrExvP7TicxM7MOspCgW33EuFwyL4tHFyew45nyggdySSnZkFDHXBX32GoT3DGBiXJjLwmG/tuYIK5Jz+fNFw3n1homM6h/KNZMG8P4vp9G/d3due2c7uSWVLtnW+sOW/zPefN2O6h/KvBHR/GPtEQpKz+zzYYzhiSUHiA4J5IZprqvR7GwaIjiuS3X+3gKW//l3vLeD/LJq3rxpMnecP5TE6GD+cOFwPvzlNPJOVbmskG3Z/hwC/HyYnuC6sZnmjoymuq6e1QedH8eruLyGX/93O5HBASy/ZwY3nj2IUf1D+eslI/nrJSNZczCPv6046IJUW54N7/9oDy9+m9r6zJ2AIxmgQCAHmAHMBPKAMGAhcJHLU6Y61H1zEymuqOEfTTxMfbnnBPtPlHDv7ESvGfunKSLCuUMjWXsozyUlJI9am3o9ceXoM5oNTh4Uxv1zE/l6b7bTJcp19Ybl+3OYmdTHpcdn6uBw69gizpUm19Ub7npvJyfLa/j7jyYQ0qip201nx3HJ2BieWpbCGhfcAHZmFHGqstalN6jOaFT/UC4c1ZfXv0sjv9HDVEOhxcDwIK6Z5L2FFsDp4+yKh4fMk+Xc8d4OEqOC+b/LR/2gBN7HR3j6qjFEhQRy+393OF2ivDw5B2NwSUdqW3OGR3Eg+xRHC5wL6b8lvZAnlqawYFQ0N50d94Npod39efWGiZRW1nLbO9tdEnp79cE8Bkf0IDbMe0K1N+W3cxMor67l76vOLPBZkZzL9mNF3HmBdxdagOW6XX+4gBoXnDtPLTvIutQCHrl0JKMaNRscE9uLP140jG8P5PJqM4VF9jLGsGxfNucOjSSomyM9Slo2fkBvwnt0czryqjGGez/cSU5JJS9eP46wRv0+r5s8gGsnxfLCt6mnm986Y/+JEvJLq5jhIfdau5+OjDE3tfD6mTsTqdrfyH6hLBwTwz+/SyP31PclejV19Ty9LIWk6GAuHhPTgSlsHzMTIzlZXsOerGKn1rPveDFvrk/nxrPiWNjMfrtl+mAuGNaHRxcnOxUYYfuxkxSUVbukI7Wtbn4+zErqw4rkXKcecP69Pp3vUvP568UjGB5zZntvEeGxy0cTH9mTvyza5/QNcVVKHr4+wtleFj62KffMSaCqtv6MErhFu45zIPsU985JdEk79c6sX6/uDO3T0yUZoMe+PkBVTT2v3jChyQec0CB/Xrp+PLmnKvnz586N4LBsXw5x4UEkRLV9zK6mNIxM70xo3YrqOu56byexvbvz2BWjm2yKlRgdzKOXj2Tb0ZN8vD2zzdsCSx/GDYcLmJHoGQ9SzhjSJ5grJ/TnrQ1HyTz5fRCTunrDk0sPMDiiB1dNcF2/y85qZmIkpVW1bDvqXG1qam4pr605zDUTY7mqmRYqN0wdyIWj+/LUshT2H2/7+EN7s0o4Xlzp8nutr7XJ+coDuVTVtr3J+XtbMliRnMvvFwxj3IDeTc7z0MUjGNY3hIcW7XO6eXvD/1xPKWx0JArcIBF5RkQ+ceFAqKoTu3d2ArX19Vzx8nrWH87nUM4prnxlA0cLynlgXpLXhb5uyrlDIxGB1SnOPUw9uTSF0O7+3D07odl5RITHrhhNgJ8v/7f4QJu3tWxfNt18fdxSCjNneDSFZdVtvkkVlVfz3DeHOHdoRIs1Ed27+fK7+Umk5ZfxwdaMtiYXgFUHcxk/oBeh3b2/o2d8ZE+unhjLm+vT+f2ne07X4j7w8W5GxIRwkReGvm7KjIRINh0ppLy6ts3r2JNZzJe7T/DzcwcxMLz5IChjYnvxy+nxLNp1vM1N4U5V1rD+cD5zRkS7vJ9HbFgQw/qGOFVz+8/vjpBVVMFjV4w+o8bW1qVj+zFuQC+eXX7IqYepjUcKqKqt95iSZGfddUECInD1KxtYczCPtPwyrn1tAwdzSvnt3ESvC33dlLPiw/HzEVY5ea99elkK3f19uX9eYrPziAiPXjqKngF+PLo4uc3Nzpftz8ZHcEugjjkjoiitqj0dtMBRpypreHpZCpPienPjWXHNzhfo78sfLxxGVlEFb2882sbUWqxKyWVkvxCPGWvPkavqMyAdeAEXDYSqOre4iB789xdT8RXh+n9sYsHzazlWUMYL143jPC/tRN1YWI9ujO7fi1UH2x7vY+ORAlal5HHbzPhWH8IjegZw28x4ViTnsMGO8SEaq6s3fLX7BGcPCXdpFLUGMxIjCfDzYdGu1sOkN+X5b1I5VVnDHy4c1uqD3qykPkwc2JvnVhyiorptD1N5p6rYm1XCzMSucb4C/GXhcH5x7iDe3XyMSY+s4JHFyUxPiOSNmyZ1iUILgJmJfaiuq2ejE2OLPLH0AL2D/PnF9MGtznvrzHgiegbw8Fdte5hasjebmjrj8pLkBvNGRLP16EmyiiocXjb3VCUvrzrMnOFRrfbHEREemJdEdklli0F0WrP6YB4Bfj5e3f/HVkyv7rz/y2l07+bLT/61mbnPriEl+xRPXzWGBV2k0CI40J+Jcb2dqrndlVHE13uz+cX0wYT3bPkhPDTInzvPH8p3qfltynQZY/hi13EmDwo7o2mZK5wVH0HPAD8W2TEkSVNeWX2Y/NJq/nDh8FbvtWcPieCcIRG8tDK1zYEXiitq2H6siJkJnnOvdSQDVGmMed4Ys7LR4KjKi02KC+PrO6fzy+mDWTgmhmV3z2i2CZe3mpEQya6MIk6WOd7G3xjD40sOEBUS0GIpjK2bzxlEv17deWTxfoc7aa49lMfx4spmq/6d1TPAjwWj+rJo53GHMyXp+WW8tTGdqyfG2hXqVER4YH4SuaeqeGN981GSWtLQh6irlCSDpUTvDxcO56Nbp3FWfDh/u2Ysr90wgT7B3hkBrymTBvWmu79vm0uT16fms/ZQPr8+b0iLNR4Negb4ce+cBLYdPcnXex2vaflgawaDI3owvplmKs66fLwl7PmHbahNfXb5Iapq63lwfpJd808dHM6MhEheWtl0EB17rE7JY+rgcK/v92JrbGwvvrrjXH59XjzzR0Wz/J4ZXNEFmr7ZmpHQh+QTJeS0IZBGw702vEc3fn5u64UWAD+eOpC48CAeWZzscLPuTWmFpBeUc9UE99xrA/19WTgmhsV7TjicKTleVMHra9O4ZGwMY+0cB/D+eZYgOk31+7bHutR86uqNRzVbdSQD9JyI/EVEponI+IaX21KmOo3u3Xz53YJhPHP1WI+p2nSlmYmR1BtY24YINd8eyGXHsSLuuiDB7pt5oL8v981NZG9WCZ/aMUierQ+2ZhDWoxsXuHHsjKsnxnKqqpav955waLnHvj6Av68P98xpvhlgY5Piwjg/qQ+vrDrcphDhqw/mEdEzgOF9XTe2hKeYMDCMN2+azKXj+nlt+NzmBPj5clZ8eJtKk40xPLkshZjQQH7swFhCV0+MJTEq2NJvyIF2+4fzStmSfpKrJ8W67TjFhgVxdnwEH27NdKhQJSX7FO9vOcaPpw5kcKT9fZPun2cJovP6Wscfpo4VlHMkv4yZHvQg5SqW//1JPHftOK8N2d+ShmPelut2w+EC1h8u4PZZQ1ocU8lWNz8fHpw/jNTcUt7b4ljhwAdbMgi2Fgi6yzWTYqmoqeOLXY7da59cmoLBEszKXqP79zodRKewDYW9q1JyCQn0c8nA6+3FkQzQKOAXwGN83/ztKXckSqnOZEz/XvQK8ne4H5Axhhe+TaV/7+5c6WBJ3sVjYhjdP5Qnl6bYXdNSUFrF8v05XDaun1uj800dHMbA8CDed+CGsTmtkCX7srl1RrzDNRF3z06gpLKWtzY41j65rt6w5lAe0xMiukzTL/W9GYmRHC0oJy3fsehn6w8XsONYEb+eNcShGghfH+H3Fw7jWGG5Q+fqB1sy8PWR07U07nL1pFiyiipYd9j+gpxHFyfTM8CPO1sYXLcpI2JCmT8ymjfXpztccLHa2ty4K9XaKouk6GCiQgLa1Of2hW9TiQoJcHjw0LkjopgcF8azyw/aXdNSXFHD4r0nWDg2ptnB4l1hTP9QEqOCeX/LMbuX2Z1ZxKc7srj5nEH07+1YBMW7LhhKeXUdb6xzrMWFMYbVB/M4d2ikR/VXcySllwGDjTEzjDHnWV+z3JUwpToLXx9LOOzVB3MdCoe9LrWAnRlF3Doj3uHIWz4+wh8vHE52SaXdpaif7siips64PcyxiHD1xFg2pRXa9XBZX2945Kv9RIcE8gs7mybYGtkvlJmJkfzzuzSHOrXvzDhJUXlNl+r/o77X0Bb9m2THop+98O0hokICHC60AMtD+/SESJ7/5pBdTWZr6ur5eHsm5yf1cXsTxTnDo+gV5G93Sfeag3msPpjHb2YNpXcb+jj8+rwhnGpDwcW3B3IZEBbEoIjmA08o7yQizEiIZM2hPKpr7W+Stu1oIRuOFPCLcwc73GxSRPjjRcMoKKvm5SZCkTdl0a7jVNbUc2073GuvmRTLrsxikk+0Hq3OGMPDXyUT3qMbv5oZ7/D2hkYFM2+E4wUX+0+UkFPiOeGvGzjyVLYL8Jy6LaVc6MJR0eSXVjs0Ls2LK9v+IAWWsYHmjYjm5dWHfxCKvCnGGN7bksG4Ab1IiApucV5XuHJCf3wEuyK0fbH7OLsyi/nt3MQ2l5b9ZtYQCsuqeXez/bVOH23Loru/L+d1waY0CgaEBzGyXwgfb8+yOzDB1vRCNh4p5BfnDibAr23n6h8WDKO0qpbnvz3U6rzfJOeSX1rdLmMzBfr7cunYfizfl9Nq5qyu3vDo4mQGhAXxk7PaNgDnyH6hnOdgwUVuSSVrDuWzYFTfLtdsU1ksGNWXU5W1rHCg4OLFb1MJ69GN66c4VvvTYHT/Xlw61jLshz2BQj7YkkFSdDCj+oW2Oq+zLhvXj26+Pna1uFi2P4fNaYXcNTuhzUGQbp/leMHFx9uy8PcVLhjuvqb37uBIBigKOCAiS23CYH/uroQp1ZnMSooiomc33rOzKrrhQeqW6fFOdeR9cH6SZeylpS2P1Lx8fw6puaVuL5FqEBUSyKykKN7dfKzF9sIV1XU8sSSFETEhXD6u7U18JgwMY9rgcF5bc9iu/hVlVbUs2pnFhaP7uiUanvIM10waQPKJEvZm2TfWx4srnXuQAst4ONdMiuWtDUdbHM+rvt7wyurDRIcEtlvJ6bWTY6muq+f171quVf5gawYHsk/xwLykNmcEAW6fNZTCsmr+u8m+/5sfbc+krt79tdiq8zp3aCQxoYF211TuzSpmZUoeN58zyKnBSO+bZwny8fjXLQ9BsfZQHnuyirnWjX32bPXu0Y25I6P5aFsmuS0Eh6iqreOxrw8wpE9PrnPi+mkouHh97RG7Ci6qauv4ZEcmc0ZEuyUanjs5kgH6C5ZmcI8CzwCbgSHuSJRSnU03Px+uGN+fb5Jz7aqNeXbFQcJ6dOO6yc7dyOMievCzswfx/tYMVjQzUnN5dS3/88V+EqJ6cvn49osadN/cRE5V1vLEkuZvGH/9ch/Hiyv480XDne6Hc/usIeSUVNn1MPXVnhOUVde1W4ZQdU4Xj4kh0N/HroKL7cdOssoFD1Jg6bfWI8CPu9/f2WxTnve3ZrAzo4j757XfOC9J0ZaCiNfWHGk2c5aeX8YjXyUzZVAYC0ZFO7W9CQN7M21wOK+uOUJZVcsPU8YY3t+SwZRBYdr8rQvz9RGumhjL2kN5PxgYtjl/W3GQ4EA/bpjWtprKBv16defWGZbxvL7c3XTo6araOv78+T7iwoO41sG+Rs64Z3YC1bX1PLI4udl5Hvv6AGn5ZfzpouFO/z+5fdYQTpbX8Ob69FbnXbYvh6LyGo+819q9l6whr4uBC4E3gfOBV9yTLKU6n6snxVJbb/hke8uR2Vam5LIutYDfzBri9IMUwD1zEhgRE8JvP9rFieIzq+df/DaVrKIKHr50lMN9jZyRGB3MzecM4r0tGU0OjPrFruO8uzmD22bEM8UF43mcFR/O2UPCef6bQxSXt9w++f0tGcRH9mDCQPeEFVaeIbS7v11h240xPPzlfiKD7Q9X35I+wYE8fsVodmcWN1lAUFBaxWNfH2DyoDAuc6JmtC1+t2AYgf6+/PnzvWc0Dayurec37+7A10d45pqxLinhvm9eInmnqni1lfC6G48UcrSgnGudLDRSnu+qiZaCvA+3ZrY43/rUfFYk5/KrmfaFq2/N7bOGMG5AL3738R4yCs/MfL22+ghp+WX89ZKR7RqifVBED26dGc/nO4+zvolotMv35/DGunRuOjvOJbXJEwZaoq++vPIw+aVVLc77/pYM+vXqztnxEU5vt721+rQkIgki8mcRSQZeBDIAsQZBeMHtKVSqk4iP7MmkuN68vyWj2T4FNXX1PPJVMoMjejgUQrclAX6+vHDdOKpr67nz3Z0/eJDbf7yEf6w9wuXj+zF5UJhLtueIO88fSnRIIH/8bO8P0pWaW8rvP9nD+AG9uHu2/WGvWyIi/GHBcIoqanhxZfP9K1JzT7Ht6EmuaacmCqpzu8Yatn3xnuZDyX615wTbjxXx2zmWmhtXmDcymp9MG8jr36WxxCZkvCUoSDJlVbU8fOnIdj9HI4MDuG9uIutSC/jYpjCn3trvZ09WMU9cOZp+vbq7ZHvjB/TmotF9eW3N4SYLcBp8sDWD4EA/5o/sGgN/qub17x3EOUMi+GhbZrOBh+rqLR3++/Xqzk1nx7lku/6+Pjx/7TgQuP3dHT+otUzNLeXFlaksGBXN9A7o7P+rmfHEhnXnj5/vpdQmXUcLyrjvo12MiAmxe6wue/xuwTDKa+r424rmm99nFJbzXWo+V0+M9chIq/YUFx/AUtuz0BhzjjXT07Zh2ZXycNdMGkBafhmrmgmG8N7mYxzOK+PB+UkurY0ZHNmTRy4byeb0QmY8uZK3NqTz0KJ9XPLSd/QM8ON384e5bFuO6BHgx0MXjyD5RAkznlzJf6zpmv/cGnx8hOeuHefS/TA8JoSrJvTn3+uPcrSg6Qh0b65Px89H2rU5oOq8JlubVP1nQ3qTD1OVNXU8vuQASdHBXOniQQ1/v2AYw/uGcOvb2/nlW1v5dEcmC55fyyc7svjF9MHtErCkKT+aMpAxsb347Ye7uOU/36frzfXp3HhWHHNHONf0rbEH5iVRb+CpZvoy5pRUsnjPCS4d269LDX6qmnftpAFkFVWwfH/TAwt/sj2T/SdKeGB+kkvPmdiwIJ64YjS7MoqY8eRK3liXxiNf7WfB82vp5ufDny4a7rJtOSLQ35e/XjKSI3llzHji+3TNfnYNtXWGF64b51R/vcaG9OnJj6YM4N3NGRzKOdXkPP/ZkI7I9zV2nsaeJ5MrgGxgpYj8Q0TOBzwvq6eUC1w0ui+DInrw4Me7KWhUNZyeX8Yzyw8ydXAYs90QDeWycf358NZpxIYF8afP9/HWxqNcOaE/X985vUMHqJ03MpqPbp3GgLAg/myTrqV3TSc2zLFxCOxx75xE/HyF33+654yACCsP5PL2xmNcP2UAET273qC96kwiwu3nDWFXZjEvfpt6xvRnlh8ko7CCP144HF8Xl2IG+vvy4a3TuGd2AutSC7j7/V1U1EJdx6QAACAASURBVNTx/HXjuG+O/YMUupqvj/Dfn0/hntkJrD9sSVd5dR3PXTuWP7vhAS82LIibzo7j4+2ZrErJ/cG02rp67nh3Bz4i/OycQS7ftvJMs4dHkRgVzB8+3UtOo87/mSfLeWJpCuMG9GLhaNfXGM4f1ZdPf3UWQ/r05H++2M8/v0vj4jExLLlrOn1DXVMz2hbnJfbh01+dxdAoS7pe/y6NhaNjWHLXuQ4NVGyvO88fSlA3X37/6R4qa354r11/OJ/Xv0vjyvH9iXFRbXF7E3vDg4pID+BS4DpgFvBv4FNjzLI2b1zkSWAhUA0cBm4yxhS1tMzEiRPN1q1b27pJpZy273gxl/19PdMGh/PGjZPw8REyCsu55tUNVNbW8+Gt04h3wz+jBsYYth49SUTPgE7VWbg90/XBlgzu/3g3c0dE8eL14/H39eFEcQULnltLVEggn/36bC1JVqcZY7jng118vjOLd34+lWnxlj5pL3xziKeXH+RHUwbwyGWj3JqGgtIq9h4vYdrgcLcOVOyowrJq9mQVuz1dpVW1XP3KBg7nlfLGTZM4y9pn4JnlB3n+m0M8fdUYrmjjkAHKO6XmnmLhC+sYExvKOz+fiq+PkF1cydWvbqCovJoPbp1GUnSI27ZvjGH7sSJCu/szpI/77umOas90fb4zi7ve38mMhEhevWECAX6+5JdWMf+5tYQE+rHo9nNc1mzYHURkmzFmYpPT7M0ANVphGHAVcI0zg6GKyBzgW2NMrYg8DmCMeaClZTQDpDqDtzYe5U+f7eW8xEgGRfRkeXI2xeU1vHvLVEbEuH9sAAVvrkvjoS/2c+7QCOLCe7AprYDMkxV88Ztz3JoBVZ6prKqWhS9+R0lFLXNGRFFZU8cn27O4fHw/nrpyjEe2Yfc0hWXVXPvaBjIKK7h2ciwlFbV8siOTK8b356mrxnR08lQn9NG2TH774S6mJ0QSH9mD1Sl55J6q4u2fT2FsrA5N2R7e23yMBz/Zw7TB4QyN6smW9JMcySvl89vPdmsG1BVcngFyBxG5DLjSGPOjlubTDJDqDIwx/O+XySzdl01ReTVBAX68/pOJjNF/yO3qH2uO8PTyFAL9fQkL6sb985KYN9K1/ReU9ziQXcJ9H+7mRHEFxRU1XDymH49fMardwlAryD1VyU1vbOFwXimh3f0ZGRPKC9ePc0nETOWdHl9ygEU7j1NcUUOAnw+v3DCBSXHtH/SnK3trQzqPLj5ANz8fegf5c8+cRC4eE9PRyWqVp2SAvgDeN8a83cS0W4BbAAYMGDDh6FH7R6hVqj0YYzTiWAfRfa/aQs+bjqP7XrWVnjsdxxP3fUsZILcXuYjICqCpItk/GGM+t87zB6AWeKepdRhjXgNeA0sNkJuSqlSbedo/BW+i+161hZ43HUf3vWorPXc6jrft+w6vARKRnwK3AucbY1od9ldE8oDOVAUUAZw5MpXydHpcvZceW++lx9Z76bH1XnpsvVNnOK4DjTFNDtzUoRkgEZkHPAPMMMY0PbBKJyciW5urXlOeS4+r99Jj67302HovPbbeS4+td+rsx7Wje36+CAQDy0Vkp4i80sHpUUoppZRSSnmxDg27YowZ0pHbV0oppZRSSnUtHV0D5A1e6+gEKLfQ4+q99Nh6Lz223kuPrffSY+udOvVx7fAgCEoppZRSSinVXrQGSCmllFJKKdVlaAZIKaWUUkop1WVoBsgOIjJPRFJEJFVEHmxiuojI89bpu0VkfEekUznOjmM7U0SKrVEKd4rInzsincoxIvIvEckVkb3NTNdr1kPZcWz1mvVAIhIrIitFJFlE9onInU3Mo9etB7Lz2Op164FEJFBENovILuux/Z8m5umU122HRoHzBCLiC7wEzAYygS0issgYs99mtvnAUOtrCvCy9a/qxOw8tgBrjTEXtXsClTPexBJm/z/NTNdr1nO9ScvHFvSa9US1wL3GmO0iEgxsE5Hleq/1CvYcW9Dr1hNVAbOMMaUi4g98JyJfG2M22szTKa9brQFq3WQg1RhzxBhTDbwHXNJonkuA/xiLjUAvEenb3glVDrPn2CoPZIxZAxS2MItesx7KjmOrPJAx5oQxZrv1/SkgGejXaDa9bj2QncdWeSDrtVhq/ehvfTWOrtYpr1vNALWuH5Bh8zmTMy9ce+ZRnY+9x22atXr3axEZ0T5JU26m16x302vWg4lIHDAO2NRokl63Hq6FYwt63XokEfEVkZ1ALrDcGOMR1602gWudNPFd49ytPfOozsee47YdGGit3l0AfIalGld5Nr1mvZdesx5MRHoCHwN3GWNKGk9uYhG9bj1EK8dWr1sPZYypA8aKSC/gUxEZaYyx7aPZKa9brQFqXSYQa/O5P3C8DfOozqfV42aMKWmo3jXGLAb8RSSi/ZKo3ESvWS+l16znsvYh+Bh4xxjzSROz6HXroVo7tnrdej5jTBGwCpjXaFKnvG41A9S6LcBQERkkIt2Aa4FFjeZZBPzEGuliKlBsjDnR3glVDmv12IpItIiI9f1kLNdMQbunVLmaXrNeSq9Zz2Q9Zv8Eko0xzzQzm163HsieY6vXrWcSkUhrzQ8i0h24ADjQaLZOed1qE7hWGGNqReR2YCngC/zLGLNPRG61Tn8FWAwsAFKBcuCmjkqvsp+dx/ZK4DYRqQUqgGuNMR1edataJiLvAjOBCBHJBP6CpXOmXrMezo5jq9esZzobuAHYY+1PAPB7YADodevh7Dm2et16pr7Av61RdX2AD4wxX3rCM7Lo+aWUUkoppZTqKrQJnFJKKaWUUqrL0AyQUkoppZRSqsvQDJBSSimllFKqy9AMkFJKKaWUUqrL0AyQUkoppZRSqsvQDJBSSqlOR0TCRWSn9ZUtIlnW96Ui8veOTp9SSinPpWGwlVJKdWoi8hBQaox5qqPTopRSyvNpDZBSSimPISIzReRL6/uHROTfIrJMRNJF5HIReUJE9ojIEhHxt843QURWi8g2EVkqIn079lcopZTqSJoBUkop5cnigQuBS4C3gZXGmFFYRpO/0JoJegG40hgzAfgX8EhHJVYppVTH8+voBCillFJO+NoYUyMiewBfYIn1+z1AHJAIjASWiwjWeU50QDqVUkp1EpoBUkop5cmqAIwx9SJSY77v2FqP5R4nwD5jzLSOSqBSSqnORZvAKaWU8mYpQKSITAMQEX8RGdHBaVJKKdWBNAOklFLKaxljqoErgcdFZBewEzirY1OllFKqI2kYbKWUUkoppVSXoTVASimllFJKqS5DM0BKKaWUUkqpLkMzQEoppZRSSqkuQzNASimllFJKqS5DM0BKKaWUUkqpLkMzQEoppZRSSqkuQzNASimllFJKqS5DM0BKKaWUUkqpLkMzQEoppZRSSqkuQzNASimllFJKqS5DM0BKKaWUUkqpLkMzQEoppZRSSqkuQzNASimllFJKqS5DM0BKKaWUUkqpLkMzQEqpTktEXhGRP3V0OlxBRKJEZI2InBKRpztBet4UkYddsJ5zRSSljcu22/EVkRtF5DsXrUtE5A0ROSkim12xTqWUUu3Hr6MToJTyPCKSDkQBdTZfJxhjjrtyO8aYW125PhExwFBjTKor12unW4B8IMQYYzpg+25hjFkLJLY2n4jcCPzcGHOOzbIuPb4224oD0gB/Y0ytGzZxDjAb6G+MKXPD+lUn1dR5rJTyPFoDpJRqq4XGmJ42L5dmfkTE14ll21S409bl7DQQ2N+WzI+b06UcNxBIby7zo8dLKaU6N80AKaVcRkQCRORvInLc+vqbiARYp53RBElEjIgMsb5/U0ReFpHFIlIGnNe4mZaIXCQiO0WkSETWi8hom2npIvKAiOwGyho/hIrIGuvbXSJSKiLXiMhMEcm0LpcNvCEivUXkSxHJszZx+lJE+tusZ5WI/K+IrLM2Z1smIhHWaYEi8raIFFjTuMXa9O1N4KfA/dZtX9DKvmoqXQ+JyIfW9Z8SkT0ikiAivxORXBHJEJE5LRybcSKy3brs+0Bgo+mt7dvfich+6z55Q0QCbdNqM2+siHxi3X8FIvKiiAwDXgGmWX9/kc0xf7jRb77X+ntOiMhNNusNF5EvRKTEul8fbnw+2Wg41kXW7U2zWc9T1t+QJiLzbb4PFZF/WrebZV3/GZlwEbkZeN3mt/xPM8fLR0QeFJHD1v3wgYiE2aznBhE5ap32B+s+vqDxfmlmH8eIyMfWfZwmInfYTHvIuq3/WI/1PhGZ2MrxCRCRQhEZZTNfHxGpEJHIpnawiPxCRJKt29gvIuOt3w8TyzVSZN32xTbLvCkifxeRr637bp2IRIvl3D8pIgdEZJzN/M2edzZpSLWmfZGIxNhMMyJyq4gcsi77koiIzfSfWdN/UkSWisjA1pZt4TxeYE3jKeu589um9plSqvPQDJBSypX+AEwFxgJjgMnAHx1Y/nrgESAYaJxZGg/8C/glEA68CiwSa6bB6jrgQqBX46ZPxpjp1rdjrDVW71s/RwNhWEr1b8Hyf/EN6+cBQAXwYhPpvAnoA3QDGh54fgqEArHWNN4KVBhjbgTeAZ6wbnsFre+rxukCWAi8BfQGdgBLrentB/zVuk/OICLdgM+sy4YBHwJX2Ey3Z9/+CJgLxAMJNHFcrRmGL4GjQJw1Xe8ZY5Kt+2KD9ff3aiqd1t8cal3uZuAlEeltnfYSUGad56fWV3MajnUv6/Y2WD9PAVKACOAJ4J82D8X/BmqBIcA4YA7w88YrNsb8s9Fv+YtN2m2P1x3ApcAMIAY4af0NiMhw4GXgBuu0cKA/dhARH+ALYBeW/XQ+cJeIzLWZ7WLgPaAXsAjr+dvC8amyzv9jm3VcB6wwxuQ1kYargIeAnwAh1u0ViIi/NW3LsFwbvwHeERHbJpJXYzl3IoAqYAOw3fr5I+CZRptr8rwTkVnA/1nX19f6m95rtOxFwCQs19fV1vUgIpcCvwcuByKBtcC7rS3bwnn8T+CXxphgYCTwbeN9ppTqZIwx+tKXvvTl0AtIB0qBIuvrM+v3h4EFNvPNxdJUCOBG4LtG6zHAEOv7N4H/NJr+JvCw9f3LwP82mp4CzLBJ089aSffp7Vk/zwSqgcAWlhkLnLT5vAr4o83nXwFLrO9/BqwHRjexntO/xY59dUa6sDxwLrf5vNB6DHytn4Otv69XE9ueDhwHxOa79Q7u21ttpi0ADtukNdP6fhqQB/g1kYamjr/t8Z2JJbPpZzM9F0sm0ReoARJtpj3ceH020+Ks+8Kv0fZTbT4HWeeJxtKfrQrobjP9OmBlM+v/wW9p5nglA+fbfO5r/Q1+wJ+xZDwapvWwLn9BM+eK7T6eAhxrlJ7fAW/YnCcrbKYNx5IJb+34TAEyAB/r563A1c38/qXAnU18fy6Q3bAO63fvAg/Z/K5/2Ez7DZBs83kUUGTzOZ3mz7t/YilQaJjW07p/42yu9XNspn8APGh9/zVws800H6AcGGjHsj849tbvjmEpPAhpan/pS1/66nwvrQFSSrXVpcaYXtbXpdbvYrCUxDY4av3OXhktTBsI3GttWlNkbX4S22j9LS3fnDxjTGXDBxEJEpFXrc2TSrA0p+olP2wOlW3zvhzLwxdYaliWAu+JpVnbE9ZS8aa0tq9+kC6rHJv3FUC+MabO5jM2aWm8rSxjjG3/I9ttO7pvmzuuscBR0/bAAwWNlm3Yt5FYMg62aWjLsT593Iwx5da3PbH8fn/ghM3vfxVLLYa9Gh+vgcCnNutLxhI0JArLvjudfmPpS1Rg53YGAjGNjtXvres943di2YeBYmkS2uzxMcZswlLDNkNEkrDUhC1qJg2xWDLwjcUAGcaYepvvjmKpaWrQ+Bxu/Lnx+dvcefeD68cYU4plH9puq7nrdCDwnM3+KwTEzmWbcgWWzNlREVktNk0ulVKdk2aAlFKudBzLw0WDAdbvwPJwFdQwQUSim1i+pQABGcAjNpmuXsaYIGOMbdOVtkRXa7zMvViimk0xxoTwfXMqoRXGmBpjzP8YY4YDZ2FpRvOTZmZvaV81lS5nnAD62faBsG6vgT37NraFtNquZ4A0HQTAmd+Th6V5mm0zsdhm5m3LtjKw1ABF2Pz+EGPMCAfW0XibGcD8Rvs00BiTheV4nE6/iARhaQbX4AfXCpZaKtv1pjVab7AxZoGdv7O54wOWZoA/xtI076MmMuC264lv4vvjQKy1mV6DAUCWHWlrTnPn3Q+uHxHpgWUf2rOtDCxN1mz3YXdjzHo7lj3j3DLGbDHGXIIlw/wZlhojpVQnphkgpZQrvQv8UUQixRIY4M/A29Zpu4ARIjLW2pH5IQfX/Q/gVhGZYu2Q3ENELhSRYAfWkQMMbmWeYCwl0UVi6bT+l1bmP01EzhORUdbaohIsTXLqmpm9pX3lahuwZCDuEBE/EbkcS5+jBvbs21+LSH/rPvk98D5n2ozl4f4x6zoCReRs67QcoL+1P5JDrLVcnwAPWWvokmg+YwmWDFM9rR/rhvWfwNJv5WkRCRFLAIN4EZnhaFptvAI80tC53nqcL7FO+wi4SETOse6Pv/LD+/FOYIGIhFkLCu6ymbYZKBFLwIXuIuIrIiNFZJIdaWrp+IClBvMyLJmg/7SwnteB34rIBOv5MsT6Oxtqke4XEX8RmYmlqWbjvjmOaO68+y9wk/X/SQDwKLDJGJNuxzpfAX4nIiPgdACMq+xMzw/OYxHpJiI/EpFQY0wNluu+uWteKdVJaAZIKeVKD2PpO7Ab2IOlc/PDAMaYg1ge9FYAh2gU5KA1xpitwC+wdOg+CaRiaY/viIeAf1ubvlzdzDx/A7pjGbNnI7DEgfVHY3m4LcHS5Gk1zWdqmt1XrmaMqcbS4ftGLPvuGiwZiobp9uzb/2LJJByxvs5IqzWjshBL86ljQKZ1W2DpGL4PyBaR/Db8jNuxBEjIxvKg/i6WWpszWJu3PQKssx7rqXas/ydYAlrsx7IPPsLSb6etnsPShGyZiJzCci5NsaZvH/BrLPv0hHV7mTbLvoWlwCAdyz4/ndm02cdjsYx1lI8lQxLaWoJaOT4YYzKxnIcGS2CA5tbzIZb9+1/gFJZajzDreXYxMN+arr8DPzHGHGgtbS1o8rwzxnwD/An4GMs+jAeutWeFxphPgcexNFUtAfZa02yPps7jG4B067pu5YfBJJRSnZD8sEm4Ukop9UNiGfj258YSva5TEJHHgWhjTEvR4DxGZ9nHIvIv4LgxxpHoje5KSzqdYJ8opbyPDtamlFKq07M2e+uGpbZsEpYw2WeEqVZtJyJxWGoKx7U8p1JKeTZtAqeUUsoTBGNptleGpZP508DnHZoiLyIi/4ulKdiTxpi0jk6PUkq5kzaBU0oppZRSSnUZWgOklFJKKaWU6jI8rg9QRESEiYuL6+hkKKWUUkoppTqpbdu25RtjIpua5nEZoLi4OLZu3drRyVBKKaWUUkp1UiJytLlp2gROdVrFFTW8uvowpVW1HZ0Updps7aE8VuzP6ehkKKVUl7b92Ek+35nV0clQnYTH1QCpruPZ5Qd5c306xRU13D8vqaOTo5TDCsuque3t7dTU1bPqvpn0De3e0UlSSqkup6K6jtve3kbuqSoSo4NJig7p6CSpDqY1QKpTOlZQzjubjhLo78O/1qWRXVzZ0UlSymEvfptKeXUt9cbwt+WHOjo5SinVJb2xPo2ckioC/Hx4cklKRydHdQKaAVKd0tPLU/D1Ed66eQp19YbnvjnY0UlSyiEZheW8vfEoV02I5YapcXy4LYNDOac6OllKKdWlFJVX8/Kqw5yf1Ic7zh/KNwdy2ZxW2NHJUh1MM0Cq09mbVcznO4/zs7MHMSkujB9NGcgHWzNJzS3t6KQpZbdnlx9EBO6aPZTbZw0hqJsfTy7VkkellGpPf19l6Ut8/7wkbjprEFEhATz2dTI6DmbXphkg1ek8sTSFXkH+/HJGPAC/mTWE7v6+PKUPj8pD7D9ewqc7s7jp7EH0De1OWI9u3DpjMMv257DtqJY8KqVUe8gqquDN9elcMb4/idHBdO/my90XJLD9WBHLNDhNl9ZqBkhEgkTkTyLyD+vnoSJykfuTprqidan5rDmYx+3nDSG0uz8A4T0DuGX6YJbsy2b7sZMdnEKlWvfE0gOEBPpzmzUTD/CzcwYRGRzAY18f0JJHpZRqB88utzSfv3t2wunvrpzQn/jIHjyx5AC1dfUdlTTVweypAXoDqAKmWT9nAg+7LUWqy6qvNzz29QH69erOj6cO/MG0m88ZRETPAB5brA+PqnNbfzifVSl5/Pq8eEKD/E9/H9TNj7suGMqW9JN8k5zbgSlUSinvdyC7hI+3Z3LjWXH06/V9BE4/Xx/un5fE4bwyPtqW2YEpVB3JngxQvDHmCaAGwBhTAYhbU6W6pMV7T7Anq5h7ZicQ6O/7g2k9Avy484KhbE4vZGWKPjyqzskYw+NfHyAmNJCfTIs7Y/rVE2MZHNGDx5ccoK5eM/JKKeUuTy5JoWeAH7+aGX/GtDnDoxg/oBfPrjhIRXVdB6ROdTR7MkDVItIdMAAiEo+lRqhVIjJPRFJEJFVEHmxhvkkiUiciV9qVauV1aurqeXJpCknRwVw6rl+T81w7KZa48CAe/zpFHx5Vp/T13mx2ZRZzdxOZeAB/Xx/um5vIodxSPt6uJY9KKeUOm44U8M2BXH41cwi9grqdMV1EeHD+MHJKqnhjfVoHpFB1NHsyQH8BlgCxIvIO8A1wf2sLiYgv8BIwHxgOXCciw5uZ73FgqQPpVl7mvc3HOFpQzgPzkvD1abqC0fLwmERKzik+3aGjOavOpSETnxDVk8vH9292vnkjoxkT24tnlx+kskZLHpVSypWMMTy25ADRIYHcdHZcs/NNHhTGBcP68PKqw5wsq26/BKpOodUMkDFmOXA5cCPwLjDRGLPKjnVPBlKNMUeMMdXAe8AlTcz3G+BjQNs1dVFlVbU8980hpgwKY2ZiZIvzLhgVzZj+oTyzLEUfHlWn8v6WDNLyy1rMxIOl5PF385M4UVzJv9ent18ClVKqC1i6L4cdx4q4e/bQJmvibd03N4myqlr+viq1nVKnOotmM0AiMr7hBQwETgDHgQHW71rTD8iw+Zxp/c52G/2Ay4BXWlqRiNwiIltFZGteXp4dm1ae5PW1aeSXVvPg/CREWu5eJiI8MD+J48WVvLXhaDulUKmWlVXV8rcVh5gcF8aspD6tzj91cDjnJUby0spUistr2iGFSinl/Wrr6nli6QGG9OnJFS3UxDdIjA7mivH9+ff6o2SeLG+HFKrOoqUaoKetr5eATcBrwD+s75+3Y91NPck27rjxN+ABY0yLRfnGmNeMMRONMRMjI1uuIVCeJb+0itfWHGb+yGjGDeht1zJnxUcwIyGSF1emUlyhD4+q4/3ruzTyS6t4wI5MfIP75yVxqqqWv6/WkkellHKFD7dlciSvjPvnJuLna99Ql3fPTgCBZ5cfcnPqVGfS7NlhjDnPGHMecBQYb82ATADGAfbcsTOBWJvP/bHUINmaCLwnIunAlcDfReRSB9KvPNyL36ZSWVvPb+cmOrTcA/OSKKms4ZXVh92UMqXsU1BaxatrjjB3RBQTBtqXiQcY1jeEy8b144116RwvqnBjCpVSyvtVVNfx7PKDTBjYm9nDo+xeLqZXd246K45PdmRyILvEjSlUnYk92eMkY8yehg/GmL3AWDuW2wIMFZFBItINuBZYZDuDMWaQMSbOGBMHfAT8yhjzmd2pVx7taEEZ72w6yjWTYomP7OnQssNjQrh0bD/+9V0a2cWVbkqhUq17cWUq5dW13Dc3yeFl75mdAAb+tuKgG1KmlFJdx7/WpZF7qsqu5vSN3TYznuAAP55YkuKm1KnOxp4MULKIvC4iM0Vkhoj8A0hubSFjTC1wO5bobsnAB8aYfSJyq4jc6lyylTd4etlB/Hx8uOv8oW1a/p7ZCRh9eFQdKKOwnLc3WjLxQ/o4lokH6N87iJ9MG8hH2zI5mHPKDSlUSinvd7KsmldWHeaCYVFMigtzePleQd341XlD+PZALhuPFLghhaqzsScDdBOwD7gTuAvYb/2uVcaYxcaYBGNMvDHmEet3rxhjzgh6YIy50Rjzkf1JV55sb1Yxi3Yd5+ZzBtEnJLBN64gNC/r/9u48vqry3vf450cSSICEgECYIQxJwNYBIxWxAsoQqq3VWlt7aivaWsdb9Chyznnd03vuPfcWcaxzlTq0tVprta2nMqoIispUEJSEhEAgjAlDgAQSQn73j+zcplxIdkJ21s7O9/16rRd7XOu7F3kl6/c8z34evn/RYF5ftZ2Cvbp4lNb38MI84joYP708o9n7uGPicLp0VMujiEhzPfV+AeVV1czMadpw+vpuvHgIfVISmT0vF3etNRjrwpkG+5i7P+ruV4e2R91dY47kjDwwP5funRO4ZfzQM9rPnZcNp7MuHiUAG3aU8ae1O7lpXDp9ujWviAfo3qUjt04YxuKNe1i5dX8LJhQRiX3FByr49cdFXHvBADLSkpu9n8SEOO6ZnMHa7QdZ8PnuFkwo0ajRAsjMtphZ4clba4ST2LQsv4Rl+aXcMXE4KYkJZ7SvHl06cuv4oSz8Yg+ri3TxKK1nzoI8uiUl8JPxw854XzeNS6d3cie1PIqINNEjizaBwYxJze+Jr3PN6P6M6N2VOfPzqD5R0wLpJFqFMwQuG7gwtH2V2imwfxvJUBK7amqcB+bn0j81iRvGDm6Rfd50STq9dPEoreijglKWbirhzonD6ZZ0ZkU8QFLHOGZMymB10QEWfbGnBRKKiMS+jbsO8dbfdjD94iH0S0064/3Fx3VgZk4WhaXlvL6quAUSSrQKZwjcvnrbDnd/DLisFbJJDPqv9bvYsOMQ/zwlg07xDa/QHK7OHeOZMWkEK7ce4N2Ne1tknyKnU1PjzJ6XS79uiS1WxANclz2AoT27ldDs/QAAGbBJREFUMGeBWh5FRMIxZ34uyZ3iuW3CmffE15k0sjfZg7vz2OJNVFRVt9h+JbqEMwRudL0tOzSDW/MHWUq7VVVdw0ML8sjqk8xV5/Vv0X1flz2QoT278MD8XE7UqBdIIuedDbtYv6OMe6ZkkpjQMkU81LU8ZlKw9wh/XKOWRxGRhny8eR/v55Vw+8ThpHbu2GL7NTNmTcti7+FKXvxoa4vtV6JLOEPgHq63/RwYDVwXyVASm15dsY1t+yu4f1oWcR2aNkd/YxLiOnDf1EzydfEoEXT8RA0PLsgjMy2Zq89v2SIeYOrZfThvYCqPLsrnaNWJFt+/iEgscHdmz8+lT0oiN148pMX3nz2kB5NHpfHsks3sL69q8f1L8MIpgG5294mhbbK73wLop0Ga5EhlNY+/m89FQ3swIaNXRI6R86U+nDswlUcXbeLYcV08Sst7bcU2ivZVcP+0zBYv4uHvLY+7Dx3jpeVbW3z/IiKxYP6G3azbfpB7Jme0aE98fTOnZlJeVc1T7xdEZP8SrHAKoFOtzaP1eqRJnl9ayL7yKmZNG9nkFZrDZWb8y7QsdpUd42VdPEoLK6+s5hfv5jMmvQcTM3tH7DgXDT2Ly7J68/SSAg5WqK1JRKS+up74Eb27cs3olu+JrzMiLZlvXzCQ33xcxPb9FRE7jgTjtAWQmWWZ2beAbmZ2Tb3tRqD5i15Iu1NyuJLnlxXytS/XDu+JpIuGnsXEzF489X4BZRXHI3osaV/mLttC6ZEqZk3LilgRX2dmTiZHKqt5esnmiB5HRKSteX3VdgpLy5mZk0V8XDjt+M03Y/IIzODRRZsiehxpfQ395GQCVwKpwNfrbaOBH0c+msSKJ97Lp7K6hnunNH+F5qaYmZPF4cpqnv5A3dbSMkqPVPLc0s3knN2H0YO6R/x4WX1SuOb8Aby0fCs7Dh6N+PFERNqCiqpqHlucT/bg7kwaGbme+Dp9uyUxfVw6b63dwRc7D0X8eNJ6TlsAufuf3X06cKW7T6+3/Td3X96KGaUN21pazu8+3cZ3LxzI0F5dW+WYI/umcPX5/Xnpo63sKtPFo5y5J98r4Fh1DffltE4RD3DPlNpF/dTyKCJS64UPt1ByuLJVeuLr3DZ+GCmJCcxZkNsqx5PW0dAQuJmhm98zs8dP3lopn7RxDy/aREJcB356+YhWPe49kzNwh8cW5bfqcSX2bNtXwSufFnFd9kCGtVIRD9A/NYkfjh3Mm2uKydt9uNWOKyISjfaXV/HLDwqZPCqN7CE9Wu243ToncMfEYSzJK+Hjzfta7bgSWQ0NgdsY+ncVsPoUm0iD1heX8fa6nfzoq+n0Tmndr40N6N6ZH4wdzB9Wbyd/jy4epfkeXpRHXAdjxqTWLeIBbp8wnC6d4nlQLY8i0s499X4B5VXVzJzaej3xdX4wdgj9uiUye34u7lprMBY0NATu7dC/L59qC2fnZpZjZnlmVmBms07x/D+Z2WehbbmZndv8jyLR5oH5uXTvnMAtlw4N5Ph3TBxOl47xzFmQF8jxpe3bsKOMP6/dyc2XpJPWykU8QPcuHbltwjAWb9zLii37W/34IiLRYPv+Cn7zcRHfvmAgI9KSW/34iQlx3D05g3XbDzJ/w+5WP760vIaGwL1tZn853dbYjs0sDngKmAaMAq43s1EnvWwLMN7dzwH+F/Bc8z+KRJNl+SV8WFDKXZeNIDkxIZAM3bt05NYJw1j0xR5WbdXFozTdA/NzSe2cwE/GDwssw/SL00lL6cTseRvV8igi7dKjizZhVjsrW1CuGT2AjLSuPLggj+MnagLLIS2joSFwDwEPN7A1ZgxQ4O6F7l4FvAZcVf8F7r7c3Q+E7n4CDGhafIlGNTXO7Hm5DOiexD9dNCjQLNPHDaF3cidmz1O3tTTNh/mlLMsv5c6Jw0kJqIgHSOoYx92TMliz7SALv9gTWA4RkSB8sfMQb63dwfRx6fTtlhRYjrgOxsypWRSWlvP6qu2B5ZCW0dAQuA/qNuBj4ACwH/g49Fhj+gP1f0KKQ4+dzs3AvFM9YWa3mNkqM1tVUlISxqElSG9/tpPPdx7i3imZdIqPzArN4ercMZ4ZkzJYVXSAxRv3BppF2o6aGueB+bn0T03ihrGDg47DtRcMYFivLsyZn0u1Wh5FpB2ZsyCXlMQEbguwJ77O5SN7c+GQ7jy2OJ+Kquqg48gZaHQFKTO7AtgMPA48CRSY2bQw9n2q+QlP2QRvZhOpLYDuP9Xz7v6cu2e7e3avXr3COLQEpaq6hocW5jGybwrfOLdf0HEAuC57AEN76uJRwvfX9btYv6OMf56SEXgRDxAf14GZOVlsLinnjdXFQccREWkVyzeXsiSvhDsmDqNb5+B64uuYGbOmZVFyuJIXPtwSdBw5A+EsofswMNHdJ7j7eGAi8GgY7ysGBta7PwDYefKLzOwcYC5wlbtrfsE27nefFrF9/1FmTcuiQ4fWmaO/MbUXj5nk7z3Cm2t2BB1HolxdEZ/VJ5mrzmuo07p1TRmVxuhBqTy6eBNHq04EHUdEJKLcnQfm5dKvWyI/GDsk6Dj/zwWDezBlVBrPflDI/vKqoONIM4VTAO1194J69wuBcMYSrQRGmFm6mXUEvgv8w+QJZjYIeBO4wd212l8bd/jYcR5/r4CLh53FpSN6Bh3nH0w9uw/nDUzlkUWbOHZcF49yeq+t3EbRvgrun5ZFXJQU8VDX8jiSPYcqeXG5Wh5FJLbN27CbdcVl3D05g8SE4Hvi65uZk0lFVTVPvlfQ+IslKoVTAH1uZu+Y2Y1m9kPgbWClmV1jZtec7k3uXg3cCSygdk2h1939czO71cxuDb3s34GzgKfNbK2ZrTqzjyNBen7ZFvaXV3F/Tuut0Byuum7r3YeO8dLyrUHHkSh1pLKax9/N56KhPZiQEX3Dbcek92DSyN48s2QzB9TyKCIx6viJGh5ckEdGWleuGR1982MN753MddkD+c0nW9m+vyLoONIM4RRAicAeYDwwASgBegBfB65s6I3u/o67Z7j7MHf/36HHnnX3Z0O3f+Tu3d39vNCWfQafRQK09/Ax5i4r5Ipz+nLuwNSg45zSRUPP4rKs3jz9fgEHK3TxKP+/ucsKKT1SxaxpI6OuiK9z39QsyiureXqJWh5FJDb9fuV2tpSWc39OdPXE1zdjUgYdzHhkkQYwtUWNFkDuPr2B7abWCCnR74l3C6iqruHeKa2/QnNTzMzJ5HBlNc8s2Rx0FIkyJYcreX5pIV/7cu1wyWiV2SeZb40ewMvLiyg+oJZHEYkt5ZXVPLY4nzFDenBZVu+g45xWn26J3HRJOn9au4PPd5YFHUeaKJxZ4NLN7BEze7MpC6FK+7GltJxXV2zj+jGDSO/ZJeg4Dcrqk8I15w/gxeVb2XnwaNBxJIo8+V4+x9pAEQ9w9+QMMHh0UX7QUUREWtQLH26h9Egl90+LvuH0J7t1/DBSEhOYMz8v6CjSROEMgfsTsBV4gqYthCrtxEML80iI68Bdlw8POkpY7pmSAdSuLC0CULSvnFc+3cZ3LhzI0F5dg47TqH6pSdx48RDe/FsxubsPBR1HRKRF7DtSyS+XFjJlVBoXDO4edJxGdUtK4M6Jw/lgUwnLC0qDjiNNEE4BdMzdH3f3909aHFWEddsP8tfPdvHjr6bTOzkx6Dhh6Z+axA/HDuaPa4rJ23046DgSBR5auImEuA7MuHxE0FHCdvuEYXTtFK+WRxGJGU++X0BFVTUzc6K/J77ODWMH069bIrPn5+J+yuUuJQqFUwD9wsx+ZmZjzWx03RbxZBL13J3Z83Lp0aUjP750aNBxmuT2CcPp0imeBxfkBh1FAra+uIy31+3k5kvS6Z3SNop4gNTOHbl9wnDey93LJ4VaQk1E2rbt+yv47SdFXJc9kOG9k4OOE7bEhDjumZLJZ8VlvLN+d9BxJEzhFEBfBn4MzObvw98eimQoaRuW5pfyceE+7rpsOMmJwa/Q3BTdu3TktgnDWLxxLyu27A86jgTogfm5dO+cwC3j21YRDzB93BD6pCQye55aHkWkbXt4YR4dzJgxKSPoKE129fn9yUxL5sEFuRw/URN0HAlDOAXQ1cBQdx/v7hND22WRDibRraamtvdnYI8kvveVQUHHaZbpF6eTltKJ2fM26uKxnVqWX8KHBaXcedkIUtpYEQ+1LY93Tx7B2u0HWfC5Wh5FpG3asKOMP63dyU2XpNOnW9vpia8T18G4f1omW/dV8NrK7UHHkTCEUwCtA6J3TlgJxF/W7WTjrkPcOyWTTvHRtUJzuJI6xnH3pAzWbDvIwi/2BB1HWlldEd8/NYnvX9Q2i3iAb40ewPDeXZkzP49qtTyKSBs0Z0Ee3ZISuHX8sKCjNNvEzN6MSe/BLxbnU15ZHXQcaUQ4BVAakGtmC+pNg/3nSAeT6FVZfYKHFuYxqm8KXz+nX9Bxzsi1FwxgWK8uzJmfq4vHdubtz3by+c5D3Ds1o80W8QDxcR2YOTWTwtJyXl9VHHQcEZEm+aiglKWbSrhz4nC6JbW9nvg6ZsasaVmUHqnkVx9uCTqONCKcAuhn1A6D+z/AI8AKoG3MdywR8con2yg+cJRZ07LoEKUrNIcrPq4DM3Oy2FxSzhurdfHYXlRV1/DQwjxG9k3hqnP7Bx3njE0OTRn72OJNVFSp5VFE2oa6nvh+3RK5YezgoOOcsdGDupNzdh9++cFm9h2pDDqONKDRAig05XUZcAXwEnA58GxkY0m0OnTsOE+8l8+44Wfx1RE9g47TIqaMSmP0oFQeXbyJo1Ungo4jreB3nxaxff9R7s/JbPNFPPy95XHv4Upe/Ghr0HFERMLyzoZdrN9Rxj1TMklMaLs98fXdl5PJseoannivIOgo0oDTFkBmlmFm/25mG4Enge2AhSZBeKLVEkpUeX5pIQcqjnN/TvSv0Byu2ovHkew5VMmLy9VtHesOHzvO4+8VMHboWYzP6BV0nBZz4ZAeTBqZxrNLNrO/vCroOCIiDTp+ooYHF+SRmZbM1ee3/Z74OsN6deW67IG88mkR2/ZVBB1HTqOhHqBcant7vu7ul4SKHjWPt2N7Dx1j7rItXHlOX84ZEFvzYoxJ78Gkkb15ZslmDujiMaY9v2wL+8urmDUtdor4OjNzMimvquap99XyKCLR7bUV2yjaV8H90zKJi4Ge+PpmTBpBXAfj4UVaqDpaNVQAfQvYDbxvZs+b2eVAk35CzSzHzPLMrMDMZp3ieTOzx0PPf6YFVqPbL97N5/iJGu6d0nZWaG6K+6ZmUV5ZzdNLdPEYq/YePsbcZYVc8eW+nDswtop4gIy0ZK69YAC/+biI7fvV8igi0am8sppfvJvPmPQeTMzsHXScFpeWksjNl6Tz57U72bCjLOg4cgqnLYDc/S13/w6QBSwB7gbSzOwZM5vS2I7NLA54CpgGjAKuN7NRJ71sGjAitN0CPNOcDyGRV1hyhNdWbud7XxnEkJ5dgo4TEZl9kvnW6AG8vLyIHQePBh1HIuCJdwuorK7h3qmxWcQDzJiUgRk8umhT0FFERE5p7rItlB6JzZ74Oj8ZP4zUzgk8MD836ChyCvGNvcDdy4FXgFfMrAfwbWAWsLCRt44BCty9EMDMXgOuAr6o95qrgF977SqUn5hZqpn1dfddTf8orauy+gR3vLIm6BitprC0nE7xHbjrshFBR4mouydn8Od1O5n+4goG9egcdBxpQe7wwaYSrh8zkPQYLeIB+qUmceO4ITy3tJCDR48TYyNLRCQGLN+8j5yz+zB6UPego0RMSmICd04czn/+dSM/eGEFHePaxy/jr6SfxY8vHRp0jEY1WgDV5+77gV+Gtsb0p3bihDrFwFfCeE1/4B8KIDO7hdoeIgYNio4FC91hV9mxoGO0mqSEOP7zm1+iV3KnoKNEVL/UJP7nN87mN58Utav/3/bikhE9+enlGUHHiLjbxw9n895ydpWpJ1NEos95A1P516+NDDpGxN0wdjDrissoLDkSdJRWU3b0eNARwmK1nS8R2LHZt4Gp7v6j0P0bgDHufle91/wV+Lm7fxi6/y4w091Xn26/2dnZvmrVqohkFhERERGRts/MVrt79qmeC2ch1OYqBgbWuz8A2NmM14iIiIiIiLSISPYAxQObqJ1KewewEvieu39e7zVXAHcCX6N2eNzj7j6mkf2WAEURCd08PYHSoEPEMJ3fyNM5jjyd48jTOY48nePI0vmNPJ3jyIumczzY3U+54F+TvgPUFO5ebWZ3AguAOOAFd//czG4NPf8s8A61xU8BUAFMD2O/UbVyoZmtOl33mpw5nd/I0zmOPJ3jyNM5jjyd48jS+Y08nePIayvnOGIFEIC7v0NtkVP/sWfr3XbgjkhmEBERERERqRPJ7wCJiIiIiIhEFRVAZ+65oAPEOJ3fyNM5jjyd48jTOY48nePI0vmNPJ3jyGsT5zhikyCIiIiIiIhEG/UAiYiIiIhIu6ECSERERERE2g0VQM1kZjlmlmdmBWY2K+g8scbMXjCzvWa2IegsscrMBprZ+2a20cw+N7OfBp0p1phZopmtMLN1oXP8H0FnikVmFmdmfzOz/wo6Sywys61mtt7M1prZqqDzxCIzSzWzN8wsN/Q7eWzQmWKJmWWGfn7rtkNmNiPoXLHEzO4O/Z3bYGavmlli0Jkaou8ANYOZxVG7yOtkoJjaRV6vd/cvAg0WQ8zsUuAI8Gt3/1LQeWKRmfUF+rr7GjNLBlYD39TPccsxMwO6uPsRM0sAPgR+6u6fBBwtppjZPUA2kOLuVwadJ9aY2VYg292jZXHDmGNmLwPL3H2umXUEOrv7waBzxaLQNdwO4CvuXhR0nlhgZv2p/fs2yt2PmtnrwDvu/lKwyU5PPUDNMwYocPdCd68CXgOuCjhTTHH3pcD+oHPEMnff5e5rQrcPAxuB/sGmii1e60jobkJoU6tTCzKzAcAVwNygs4g0h5mlAJcCvwJw9yoVPxF1ObBZxU+LiweSzCwe6AzsDDhPg1QANU9/YHu9+8XowlHaMDMbApwPfBpsktgTGp61FtgLLHJ3neOW9RgwE6gJOkgMc2Chma02s1uCDhODhgIlwIuhoZxzzaxL0KFi2HeBV4MOEUvcfQfwELAN2AWUufvCYFM1TAVQ89gpHlOrrrRJZtYV+CMww90PBZ0n1rj7CXc/DxgAjDEzDelsIWZ2JbDX3VcHnSXGjXP30cA04I7QEGVpOfHAaOAZdz8fKAf03eIICA0v/Abwh6CzxBIz607tSKh0oB/Qxcy+H2yqhqkAap5iYGC9+wOI8q4+kVMJfS/lj8Ar7v5m0HliWWhIyxIgJ+AosWQc8I3Qd1ReAy4zs98GGyn2uPvO0L97gbeoHQYuLacYKK7XO/wGtQWRtLxpwBp33xN0kBgzCdji7iXufhx4E7g44EwNUgHUPCuBEWaWHmpN+C7wl4AziTRJ6Av6vwI2uvsjQeeJRWbWy8xSQ7eTqP0jkRtsqtjh7v/i7gPcfQi1v4ffc/eobnVsa8ysS2iSFELDsqYAmp2zBbn7bmC7mWWGHroc0GQ0kXE9Gv4WCduAi8ysc+ja4nJqv1ccteKDDtAWuXu1md0JLADigBfc/fOAY8UUM3sVmAD0NLNi4Gfu/qtgU8WcccANwPrQd1QA/tXd3wkwU6zpC7wcmnWoA/C6u2uqZmlL0oC3aq9piAd+5+7zg40Uk+4CXgk1qhYC0wPOE3PMrDO1s/f+JOgsscbdPzWzN4A1QDXwN+C5YFM1TNNgi4iIiIhIu6EhcCIiIiIi0m6oABIRERERkXZDBZCIiIiIiLQbKoBERERERKTdUAEkIiIiIiLthqbBFhGRiDKzE8D6eg990923BhRHRETaOU2DLSIiEWVmR9y962meM2r/FtW0ciwREWmnNARORERalZkNMbONZvY0tQvnDTSz+8xspZl9Zmb/Ue+1/2ZmeWa22MxeNbN7Q48vMbPs0O2eZrY1dDvOzB6st6+fhB6fEHrPG2aWa2avhIovzOxCM1tuZuvMbIWZJZvZMjM7r16Oj8zsnFY7SSIiEjEaAiciIpGWZGZrQ7e3AHcDmcB0d7/dzKYAI4AxgAF/MbNLgXLgu8D51P69WgOsbuRYNwNl7n6hmXUCPjKzhaHnzgfOBnYCHwHjzGwF8HvgO+6+0sxSgKPAXOBGYIaZZQCd3P2zMz0RIiISPBVAIiISaUfdvX5vyhCgyN0/CT00JbT9LXS/K7UFUTLwlrtXhN73lzCONQU4x8yuDd3vFtpXFbDC3YtD+1oLDAHKgF3uvhLA3Q+Fnv8D8N/N7D7gJuClpn5oERGJTiqAREQkCOX1bhvwc3f/Zf0XmNkM4HRfVK3m78O4E0/a113uvuCkfU0AKus9dILav4F2qmO4e4WZLQKuAq4Dshv5PCIi0kboO0AiIhK0BcBNZtYVwMz6m1lvYClwtZklmVky8PV679kKXBC6fe1J+7rNzBJC+8owsy4NHDsX6GdmF4Zen2xmdY2Dc4HHgZXuvv+MPqGIiEQN9QCJiEig3H2hmY0EPg7NS3AE+L67rzGz3wNrgSJgWb23PQS8bmY3AO/Ve3wutUPb1oQmOSgBvtnAsavM7DvAE2aWRO33fyYBR9x9tZkdAl5soY8qIiJRQNNgi4hIm2Bm/4PawuShVjpeP2AJkKVpukVEYoeGwImIiJzEzH4AfAr8m4ofEZHYoh4gERERERFpN9QDJCIiIiIi7YYKIBERERERaTdUAImIiIiISLuhAkhERERERNoNFUAiIiIiItJu/F+E6WkMocS1RwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(5, 1, figsize=(14, 10))\n",
    "plt.subplots_adjust(hspace=1)\n",
    "\n",
    "# Time domain representation for sine wave 1\n",
    "axis[0].set_title('Sine wave with a frequency of 1 Hz')\n",
    "axis[0].plot(time, amplitude1)\n",
    "axis[0].set_xlabel('Time')\n",
    "axis[0].set_ylabel('Amplitude')\n",
    "\n",
    "# Time domain representation for sine wave 2\n",
    "axis[1].set_title('Sine wave with a frequency of 3 Hz')\n",
    "axis[1].plot(time, amplitude2)\n",
    "axis[1].set_xlabel('Time')\n",
    "axis[1].set_ylabel('Amplitude')\n",
    "\n",
    "# Time domain representation for sine wave 3\n",
    "axis[2].set_title('Sine wave with a frequency of 7 Hz')\n",
    "axis[2].plot(time, amplitude3)\n",
    "axis[2].set_xlabel('Time')\n",
    "axis[2].set_ylabel('Amplitude')\n",
    "\n",
    "# Add the sine waves\n",
    "amplitude = amplitude1 + amplitude2 + amplitude3\n",
    "\n",
    "# Time domain representation of the resultant sine wave\n",
    "axis[3].set_title('Sine wave with multiple frequencies')\n",
    "axis[3].plot(time, amplitude)\n",
    "axis[3].set_xlabel('Time')\n",
    "axis[3].set_ylabel('Amplitude')\n",
    "\n",
    "# Frequency domain representation\n",
    "fourierTransform = np.fft.fft(amplitude)/len(amplitude)           # Normalize amplitude\n",
    "fourierTransform = fourierTransform[range(int(len(amplitude)/2))] # Exclude sampling frequency\n",
    "\n",
    "tpCount     = len(amplitude)\n",
    "values      = np.arange(int(tpCount/2))\n",
    "timePeriod  = tpCount/sampling_frequency\n",
    "frequencies = values/timePeriod\n",
    "\n",
    "# Frequency domain representation\n",
    "axis[4].set_title('Fourier transform depicting the frequency components')\n",
    "axis[4].plot(frequencies[:25], abs(fourierTransform)[:25])\n",
    "axis[4].set_xlabel('Frequency')\n",
    "axis[4].set_ylabel('Amplitude')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
